Pedagogical infrastructure

From lecture transcript to teaching system

LectureMinutes turns spoken teaching into a pedagogical preprint, assigns it to students, and measures understanding through assignments and MCQ assessment.

Transcript to preprint Assignments Assessment Feedback Revision
Workflow evidence
Lecture, preprint, assignment, signal
Live teaching loop
Transcript
Real preprints from the system
Recent preprints are pulled directly from live records.
3
Preprints
Pedagogical preprint
Language Dysfunctions in Brain Injury and Disease: A Neuropsychological Framework for Aphasia, Apraxia of Speech, Assessment, and Recovery
PP-2026-00020
Live
Record
Latest entry
On ADHD, Autonomy, Responsibility, and Human Origins in the Context of Education: \\Toward an Ethically and Institutionally Literate Framework
PP-2026-00019
1
Collections
1
Collections
3
Latest preprints
5
Workflow stages
Lecture in
Upload audio, video, or notes from a real class session.
Preprint out
Produce a readable instructional artifact from the transcript.
Students engaged
Attach the reading to assignments and learning activity.
Revision signal
Use feedback and assessment to improve the next version.

The feedback loop

Five stages. One continuous loop.

The platform is easiest to understand as a teaching pipeline: capture, shape, assign, assess, inspect, improve.

Explore the workflow
01

Capture

Upload audio, video, or an existing transcript from a real teaching session.

02

Shape

LectureMinutes produces a structured text that students can actually read and work from.

03

Assign

Attach assignments and MCQs so students engage the preprint instead of a disconnected file stack.

04

Inspect

Feedback, activity, and assessment show which sections teach well and which need revision.

05

Improve

Revise the pedagogical preprint and re-run the cycle with clearer explanations and stronger learning outcomes.

Instructor cockpit

Three connected services in one product

Most tools stop at transcription. LectureMinutes continues into teaching material, student work, and measurable understanding.

Transcript queue
Captured and structured
Roster delivery
Selective resend available
Assignment handoff
Linked to enrolled students

Learning signal

See where students struggle.

Introduction 92%
Concept 1 88%
Concept 2 44%
Concept 3 57%

Product proof

A single system for publication and instruction.

Lecture capture and transcription
Pedagogical preprints with version history
Assignments and student enrolment
Section-level feedback and analytics

Latest content

Latest Pedagogical Collections

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Latest Pedagogical Preprints

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Language Dysfunctions in Brain Injury and Disease: A Neuropsychological Framework for Aphasia, Apraxia of Speech, Assessment, and Recovery
Psychology (Neuropsychology) · Oct 14, 2026
Language is a core human capacity supported by distributed neural systems that enable comprehension, production, repetition, reading, and writing. Disruption to these systems produces clinically meaningful language disorders that vary in symptom profile, anatomical correlates, prognosis, and rehabilitation needs. This article synthesizes a practical neuropsychological framework for understanding language dysfunctions, using classical aphasiology as an organizing scaffold while incorporating contemporary clinical realities. We distinguish major aphasia syndromes---including Broca's aphasia, Wernicke's aphasia, conduction aphasia, and anomic aphasia---by emphasizing three clinically decisive dimensions: fluency, comprehension, and repetition. We further differentiate aphasia from apraxia of speech, a motor planning disorder that impairs articulation without necessarily compromising linguistic competence. The article reviews historical foundations (including associationist models of language and hemispheric lateralization), outlines lesion--symptom mapping with attention to the perisylvian network (inferior frontal gyrus, posterior superior temporal cortex, inferior parietal regions, and connecting white matter pathways), and provides guidance on bedside and formal assessment strategies. We also describe the complementary roles of neuroimaging (CT and MRI) and behavioral testing in etiological diagnosis and functional characterization. Finally, we discuss recovery trajectories in stroke, traumatic brain injury, and neurodegenerative disease, highlighting time-sensitive acute care, early spontaneous recovery, longer-term therapy-driven gains, and the constraints imposed by progressive pathology. The result is a set of lecture-based scholarly notes intended to support students, clinicians-in-training, and informed members of the public in interpreting language symptoms as indicators of underlying brain dysfunction and in reasoning about assessment and recovery.
On ADHD, Autonomy, Responsibility, and Human Origins in the Context of Education: \\Toward an Ethically and Institutionally Literate Framework
Psychology (Clinical Psychology; Neuropsychology; Educational Psychology) · Sep 30, 2026
Attention-Deficit/Hyperactivity Disorder (ADHD) is commonly presented either as a straightforward neurodevelopmental disorder best addressed by diagnosis and treatment, or as a socially constructed label that primarily serves institutional interests. Both framings capture partial truths while obscuring the deeper ethical question at stake: how diagnostic language reorganizes authority, responsibility, and the architecture of choice in education and work. Using the critical tradition associated with Thomas Szasz as a springboard, these lecture notes develop an academically grounded framework for discussing ADHD that (i) distinguishes clinical utility from political and institutional consequences of medicalization, (ii) clarifies the normative nature of diagnostic thresholds on continuous trait distributions, (iii) integrates evolutionary ``mismatch'' perspectives to contextualize attentional and motivational styles, and (iv) derives policy-relevant implications for universities and workplaces, including universal design, needs-based accommodations that reduce dependence on diagnostic credentials, and robust informed-consent norms. The central claim is not that ADHD is unreal or that treatment is illegitimate, but that defaulting to medicalized solutions as the primary administrative lever risks eroding autonomy and narrowing acceptable cognitive diversity. A humane and scientifically responsible response requires parallel investment in environmental redesign, pedagogical pluralism, and procedural safeguards that keep the person---rather than the institution---as the primary locus of decision-making.
Physics of Perception: From Physical Energy to Neural Codes and Perceptual Experience
Psychology (Sensation and Perception; Biophysics of Sensory Systems) · Sep 29, 2026
Perception begins as physics: structured energy and matter in the environment interact with biological receptors, are transduced into neural signals, and are ultimately interpreted as conscious percepts. This article develops lecture notes on the physics of perception for an upper-level Sensation and Perception course. The central aim is to specify what, exactly, sensory systems detect---not in terms of subjective experience alone, but in terms of measurable physical variables that reach the body and can be transformed into neural codes. We articulate a three-stage analysis that helps resolve classic philosophical puzzles (e.g., the ``tree falling in a forest'') by separating (i) events in the physical world, (ii) the subset of those events that can in principle be detected by a given organism, and (iii) the organism's perceptual experience and report. We then survey core forms of environmental energy relevant to human sensation: electromagnetic radiation (vision), mechanical pressure waves (audition), mechanical and thermal interactions at body surfaces and within tissues (somatosensation, proprioception, vestibular function), and chemical structures dissolved in liquids or suspended in air (gustation and olfaction). Throughout, we emphasize that receptor systems are adaptive sampling devices: they restrict access to only a narrow band of the physical world and introduce lawful distortions (amplification, attenuation, compression, nonlinearities) that support behavioral goals rather than veridical recording. We integrate foundational psychophysics (absolute thresholds, just noticeable differences, psychometric functions, Weber fractions) and decision-theoretic signal detection theory (detection as inference under uncertainty) as methodological bridges between physics and experience. Finally, we discuss the epistemic implications of sensory envelopes for evaluating extraordinary perceptual claims and for understanding why perception is reliable enough for survival yet systematically limited and biased.

Lecturers create the source

A lecture becomes a reusable pedagogical preprint instead of disappearing after delivery.

  • Transcript-to-preprint workflow
  • Roster distribution and assignment handoff
  • Section-level feedback loops

Institutions gain durable assets

Strong lectures become persistent teaching documents that can be improved across terms.

  • Institution-ready teaching assets
  • Compliance-aware deployment
  • Persistent course memory across terms

Feature set

Three connected services in one product

Most tools stop at transcription. LectureMinutes continues into teaching material, student work, and measurable understanding.

Learn more ->

Transcript to pedagogical preprint

Start with a lecture recording and turn it into a structured, student-facing pedagogical preprint.

Assignment on top of the preprint

Give students a concrete reading and writing workflow built directly around the pedagogical preprint.

MCQ assessment

Check comprehension with multiple-choice assessment tied to the same instructional source.

Instructor insight

Review where students struggle, compare engagement across sections, and revise your teaching material with evidence.

Pedagogical preprint publishing

Publish student-ready versions of your lecture notes quickly, with versioning and a stable public reference.

Export and publication path

Move from teaching output toward exportable, institution-ready artifacts when you need them.

Recent preprints

Real records already in the system

Preprint 1

Language Dysfunctions in Brain Injury and Disease: A Neuropsychological Framework for Aphasia, Apraxia of Speech, Assessment, and Recovery

PP-2026-00020

Language is a core human capacity supported by distributed neural systems that enable comprehension, production, repetition, reading, and writing. Disruption to these systems produces clinically meaningful language disorders that vary in symptom profile, anatomical correlates, prognosis, and rehabilitation needs. This article synthesizes a practical neuropsychological framework for understanding language dysfunctions, using classical aphasiology as an organizing scaffold while incorporating contemporary clinical realities. We distinguish major aphasia syndromes---including Broca's aphasia, Wernicke's aphasia, conduction aphasia, and anomic aphasia---by emphasizing three clinically decisive dimensions: fluency, comprehension, and repetition. We further differentiate aphasia from apraxia of speech, a motor planning disorder that impairs articulation without necessarily compromising linguistic competence. The article reviews historical foundations (including associationist models of language and hemispheric lateralization), outlines lesion--symptom mapping with attention to the perisylvian network (inferior frontal gyrus, posterior superior temporal cortex, inferior parietal regions, and connecting white matter pathways), and provides guidance on bedside and formal assessment strategies. We also describe the complementary roles of neuroimaging (CT and MRI) and behavioral testing in etiological diagnosis and functional characterization. Finally, we discuss recovery trajectories in stroke, traumatic brain injury, and neurodegenerative disease, highlighting time-sensitive acute care, early spontaneous recovery, longer-term therapy-driven gains, and the constraints imposed by progressive pathology. The result is a set of lecture-based scholarly notes intended to support students, clinicians-in-training, and informed members of the public in interpreting language symptoms as indicators of underlying brain dysfunction and in reasoning about assessment and recovery.

Preprint 2

On ADHD, Autonomy, Responsibility, and Human Origins in the Context of Education: \\Toward an Ethically and Institutionally Literate Framework

PP-2026-00019

Attention-Deficit/Hyperactivity Disorder (ADHD) is commonly presented either as a straightforward neurodevelopmental disorder best addressed by diagnosis and treatment, or as a socially constructed label that primarily serves institutional interests. Both framings capture partial truths while obscuring the deeper ethical question at stake: how diagnostic language reorganizes authority, responsibility, and the architecture of choice in education and work. Using the critical tradition associated with Thomas Szasz as a springboard, these lecture notes develop an academically grounded framework for discussing ADHD that (i) distinguishes clinical utility from political and institutional consequences of medicalization, (ii) clarifies the normative nature of diagnostic thresholds on continuous trait distributions, (iii) integrates evolutionary ``mismatch'' perspectives to contextualize attentional and motivational styles, and (iv) derives policy-relevant implications for universities and workplaces, including universal design, needs-based accommodations that reduce dependence on diagnostic credentials, and robust informed-consent norms. The central claim is not that ADHD is unreal or that treatment is illegitimate, but that defaulting to medicalized solutions as the primary administrative lever risks eroding autonomy and narrowing acceptable cognitive diversity. A humane and scientifically responsible response requires parallel investment in environmental redesign, pedagogical pluralism, and procedural safeguards that keep the person---rather than the institution---as the primary locus of decision-making.

Preprint 3

Physics of Perception: From Physical Energy to Neural Codes and Perceptual Experience

PP-2026-00018

Perception begins as physics: structured energy and matter in the environment interact with biological receptors, are transduced into neural signals, and are ultimately interpreted as conscious percepts. This article develops lecture notes on the physics of perception for an upper-level Sensation and Perception course. The central aim is to specify what, exactly, sensory systems detect---not in terms of subjective experience alone, but in terms of measurable physical variables that reach the body and can be transformed into neural codes. We articulate a three-stage analysis that helps resolve classic philosophical puzzles (e.g., the ``tree falling in a forest'') by separating (i) events in the physical world, (ii) the subset of those events that can in principle be detected by a given organism, and (iii) the organism's perceptual experience and report. We then survey core forms of environmental energy relevant to human sensation: electromagnetic radiation (vision), mechanical pressure waves (audition), mechanical and thermal interactions at body surfaces and within tissues (somatosensation, proprioception, vestibular function), and chemical structures dissolved in liquids or suspended in air (gustation and olfaction). Throughout, we emphasize that receptor systems are adaptive sampling devices: they restrict access to only a narrow band of the physical world and introduce lawful distortions (amplification, attenuation, compression, nonlinearities) that support behavioral goals rather than veridical recording. We integrate foundational psychophysics (absolute thresholds, just noticeable differences, psychometric functions, Weber fractions) and decision-theoretic signal detection theory (detection as inference under uncertainty) as methodological bridges between physics and experience. Finally, we discuss the epistemic implications of sensory envelopes for evaluating extraordinary perceptual claims and for understanding why perception is reliable enough for survival yet systematically limited and biased.

Ready to start

Ready to test a new teaching workflow?

Use LectureMinutes to turn lecture delivery into a revisable pedagogical system.

Turn the first lecture into a preprint, distribute it to students, and read the learning signal in one system.