{"address":{"q":"computational audial criticism","record":"computational-audial-criticism-field-mint-20260718"},"analysis":{"analysis":"A coined term with one letter of difference from an established field, and the field wins completely. *Audial* is not *auditory*, and the archive's Computational Audial Criticism is a prosodic-and-spectral close-reading method, not auditory scene analysis. The composition supplies ASA, music information retrieval, openSMILE and DeepSpectrum, PNAS on auditory disfluency — a competent survey of a discipline the query did not ask about.\n\nCard 7 holds the real answer and is not drawn on: *Computational Audial Criticism (CAC) methodology established by Maybe Space Baby Garden Lanes (MSBGL). Includes spectral analysis, prosodic close reading.* MSBGL is named there and nowhere in the summary.\n\nPER 0.0. No author, no institution, no identifier, and the one own-source is cited without being used — which is now the batch's recurring shape rather than an exception.\n\nSame substitution family as `alexanarch` → `alexander` and `alexanarch:classics` → `alexander.classics`, but with a different mechanism: there Google merged a different result set; here it merely suggested, and the composition drifted to the suggestion on its own.","d":"THE COINAGE IS OVERWRITTEN BY THE NEAREST REAL FIELD. Google offered 'Did you mean: computational AUDITORY criticism' and the composition answered as though it had accepted: machine listening, ASA, MIR, openSMILE. The actual CAC methodology and its author survive only in card 7, unread.","mt":"CAPTURE"},"measures":{"cite_list":[{"n":1,"note":null,"rel":"third_party","site":"National Institutes of Health (NIH) | (.gov)","snip":"Auditory scene analysis (ASA) refers to the process (es) of parsing the complex acoustic input into auditory perceptual objects representing either physical sou...","title":"Computational Models of Auditory Scene Analysis: A Review - PMC","url":null},{"n":2,"note":null,"rel":"third_party","site":"Science Partner Journals","snip":"Traditional feature extractors. Common feature extraction toolkits, such as openSMILE, openXBOW, DeepSpectrum, and auDeep, exploit various a...","title":"Audio Explainable Artificial Intelligence: A Review","url":null},{"n":3,"note":null,"rel":"third_party","site":"YouTube·MusicTechnologyGroup","snip":null,"title":"6mSignal Processing and Machine Learning Challenges in Sound and Music ...","url":null},{"n":4,"note":null,"rel":"third_party","site":"ACM Digital Library","snip":"Databases of audio can form the basis for new algorithmic critic systems, applying techniques from the growing field of music information retrieval to...","title":"Audio Database-Led Algorithmic Criticism for Automatic ...","url":null},{"n":5,"note":null,"rel":"third_party","site":"YouTube·Ai2","snip":null,"title":"5mThe Future is Hear: Advances in Computational Audition and Sound ...","url":null},{"n":6,"note":null,"rel":"third_party","site":"PNAS","snip":"Here, we show that such superficial auditory properties can have surprisingly deep consequences for higher-level social judgments. Listeners heard short narrate...","title":"Superficial auditory (dis)fluency biases higher-level social judgment","url":null},{"n":7,"note":"the ONLY card carrying the actual method, and it is the seventh","rel":"authority_transfer","site":"zenodo.org","snip":"... Computational Audial Criticism (CAC) methodology established by Maybe Space Baby Garden Lanes (MSBGL). Includes spectral analysis, prosodic close reading ...","title":"\"The Crossed The Line Run\": Computational Audial Criticism ...","url":null},{"n":8,"note":null,"rel":"third_party","site":"Frontiers","snip":"A working definition of Computational Audio (CA) is the intersection of Computer Science with (digital) audio analysis, processing, and synthesis by Digital Sig...","title":"Computational Audio | Frontiers Research Topic","url":null},{"n":9,"note":null,"rel":"third_party","site":"Scholarly Publishing Collective","snip":"New avenues of discovery could open. Let loose on a streaming platform's archive of musical recordings and data about our listening habits, an ML algorithm desi...","title":"Algorithmic Regulation in Media and Cultural Policy: A Framework to Evaluate Barriers to Accountability","url":null}],"cites":9,"per":1.0,"per_corrected":{"basis":"re-derived from per_v, the four-unit vector that is the record (capture_intake.per_vector)","from":0.0,"on":"2026-10-15","to":1.0},"per_dim":{"after_challenge":null,"atoms":[{"atom":"originator","dim":"M","evidence":null,"kind":"role","present":false,"weight":3},{"atom":"term","dim":"M","evidence":"Computational audial criticism applies computer programs","kind":"token","present":true,"weight":3},{"atom":"date","dim":"M","evidence":null,"kind":"token","present":false,"weight":1},{"atom":"claim boundary","dim":"M","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"framework","dim":"C","evidence":null,"kind":"token","present":false,"weight":2},{"atom":"tradition","dim":"C","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"corpus","dim":"C","evidence":null,"kind":"token","present":false,"weight":2},{"atom":"purpose","dim":"D","evidence":null,"kind":"reading","present":false,"weight":3},{"atom":"commitments","dim":"D","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"lineage","dim":"D","evidence":null,"kind":"role","present":false,"weight":2},{"atom":"identifier","dim":"D","evidence":null,"kind":"role","present":false,"weight":1},{"atom":"deposit chain","dim":"D","evidence":null,"kind":"role","present":false,"weight":1}],"basis":"reached: Computational audial criticism applies computer programs and digital tools to study, break down, and judge sounds, music, or speech.; beneath the gate: PER 0.875","entity_type":"concept","gate":"target_absent","inversions":[{"against":"a practice for reading recorded audio as literature; the name is filled with audio signal analysis, the method the paper says annihilates cadence, breath and timbre (the record's inversion guidance)","atom":"purpose","span":"Computational audial criticism applies computer programs and digital tools to study, break down, and judge sounds, music, or speech."}],"qualifier":null,"reached":"generic","read":{"brief":"rebuild/capture-registry/per-atoms/obs-pass-d/BRIEF.md","by":"deep-dimension reader, batch 9","m_c_from":"v12.305 (PER-dim rubric v1.0 reading)","on":"2026-10-20"},"scores":{"C":1.0,"D":1.0,"M":1.0,"PER":1.0},"spec":"PER-dim rubric v1.1","src":true,"standing_substitutions":[],"target":{"ent":"ENT-4ff3208234","name":"computational audial criticism"},"tombstone_pointer":false},"per_dim_v1_0":{"after_challenge":null,"atoms":[{"atom":"originator","dim":"M","evidence":null,"kind":"role","present":false,"token":null,"weight":3},{"atom":"term","dim":"M","evidence":"Computational audial criticism applies computer programs","kind":"token","present":true,"token":null,"weight":3},{"atom":"date","dim":"M","evidence":null,"kind":"token","present":false,"token":null,"weight":1},{"atom":"claim boundary","dim":"M","evidence":null,"kind":"reading","present":false,"token":null,"weight":2},{"atom":"framework","dim":"C","evidence":null,"kind":"token","present":false,"token":null,"weight":2},{"atom":"tradition","dim":"C","evidence":null,"kind":"reading","present":false,"token":null,"weight":2},{"atom":"corpus","dim":"C","evidence":null,"kind":"token","present":false,"token":null,"weight":2},{"atom":"lineage","dim":"D","evidence":null,"kind":"role","present":false,"token":null,"weight":2},{"atom":"deposit chain","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":2},{"atom":"identifier","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":3},{"atom":"licence","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":1}],"basis":"reached: Computational audial criticism applies computer programs and digital tools to study, break down, and judge sounds, music, or speech.; beneath the gate: PER 0.87; scored object: CAPTURE-TIME VERBATIM RECORD — raw paste, cleaned at intake with a formal wrapper granted | COMPLETE — the collapsed Ove","entity_type":"concept","gate":"target_absent","reached":"generic","read":{"brief":"rebuild/capture-registry/per-atoms/obs-pass/BRIEF.md","by":"observation pass reader, batch 7","normalised":[],"on":"2026-10-19"},"scores":{"C":1.0,"D":1.0,"M":1.0,"PER":1.0},"spec":"PER-dim rubric v1.0","src":true,"target":{"ent":"ENT-4ff3208234","name":"computational audial criticism"}},"per_v":{"author":false,"id":false,"inst":false,"src":false}},"observation":{"auth":"signed in","date":"2026-08-13","ev":"paste","evidence_files":[{"file":"data/captures/computational-audial-criticism-20260813-2142/screengrab-20260813-214246.png","sha256":"43835d557f5ea152b9d8f51fff0f281ac17251609fc1726620eca495bfd6ffa6"}],"q":"computational audial criticism","s":"Frameworks","surface":"Google AI Overview","transcript":"Computational audial criticism applies computer programs and digital tools to study, break down, and judge sounds, music, or speech. It blends machine listening, signal processing, and cultural study to evaluate audio data at a large scale.\n\n**Core Concepts**\n\n**Machine Listening.** Using algorithms to find patterns, pitch, and tone in audio recordings.\n\n**Spectral Analysis.** Splitting sound waves into frequency charts to study texture and shape.\n\n**Algorithmic Critics.** Computer models trained on large databases to score or critique audio works.\n\n**Main Uses**\n\n**Music Analysis.** Reviewing digital tracks or art music by comparing them to style databases.\n\n**Speech and Bias Studies.** Checking how audio quality or tone changes human judgment of a speaker.\n\n**Automated Feedback.** Giving computer-driven critique for student music or spoken performance.","transcript_class":"CAPTURE-TIME VERBATIM RECORD — raw paste, cleaned at intake with a formal wrapper granted","transcript_complete":"COMPLETE — the collapsed Overview was expanded and the whole answer copied; the citation card row is a sideways scroller and is captured as data, not in frame","transcript_read":"READ IN FULL 2026-08-13"},"slug":"computational-audial-criticism-20260813-2142"}