{"id":"W4236514264","doi":"10.32920/ryerson.14646459.v1","title":"Sound created form","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sound (geography); Architecture; Architectural engineering; Sound quality; Quality (philosophy); Process (computing); Sound design; Computer science; Architectural design; Experiential learning; Architectural acoustics; Acoustics; Engineering; Visual arts; Psychology; Mathematics education; Art; Electrical engineering; Speech recognition; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008148138,0.0003027551,0.0001982307,0.0008215823,0.001515636,0.006128393,0.0004535625,0.0009020258,0.02312246],"category_scores_gemma":[0.003052453,0.0001948397,0.0004054341,0.0007915741,0.006259792,0.003931955,0.003183459,0.0009690113,0.001727815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521792,"about_ca_system_score_gemma":0.001615354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275067,"about_ca_topic_score_gemma":0.001931728,"domain_scores_codex":[0.9991983,0.000338465,0.0000240885,0.0001127406,0.0002496348,0.00007678072],"domain_scores_gemma":[0.9991512,0.0004183459,0.00005495192,0.0001790803,0.0001262182,0.0000701659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005378615,0.00004577697,0.001644456,0.0002368426,0.0000152013,0.000257049,0.01443751,0.001134203,0.003261289,0.9122542,0.005495282,0.06116437],"study_design_scores_gemma":[0.00004235685,0.0001728338,0.003938648,0.0003036477,0.00003608236,0.0007316183,0.01844199,0.002152852,0.003124769,0.5083095,0.4627096,0.00003608143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07231817,0.002490544,0.05047323,0.003672905,0.0004368292,0.0001245267,0.0002098906,0.0001798576,0.8700941],"genre_scores_gemma":[0.869881,0.002051635,0.02251148,0.0006481712,0.0001042164,0.0001347131,0.0001776475,0.000146951,0.1043442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02312246,"threshold_uncertainty_score":0.07735234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0915368784273338,"score_gpt":0.4581938954418309,"score_spread":0.3666570170144972,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}