{"id":"W3208982603","doi":"10.32920/ryerson.14645361.v1","title":"Applications of Variable Acoustics","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reverberation; Room acoustics; Acoustics; Architectural acoustics; Articulation (sociology); Variable (mathematics); Engineering; Computer science; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008759984,0.0006520648,0.0003399236,0.0006495973,0.0004211006,0.001099628,0.0009739297,0.000707406,0.006799695],"category_scores_gemma":[0.002144326,0.00027139,0.0005855201,0.0004461261,0.0007979806,0.0009663246,0.001305382,0.0004835763,0.001319201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003885703,"about_ca_system_score_gemma":0.0002719323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005732838,"about_ca_topic_score_gemma":0.0006176152,"domain_scores_codex":[0.9989856,0.0002313406,0.00005472662,0.0002490527,0.0003697485,0.0001094483],"domain_scores_gemma":[0.9983085,0.0008712945,0.0001508354,0.0002932762,0.0003089801,0.00006716338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009725858,0.0001455214,0.006101833,0.0006924815,0.00008293314,0.0003981649,0.001115079,0.006517059,0.6456851,0.005156124,0.0007500045,0.3323831],"study_design_scores_gemma":[0.0001775333,0.005579119,0.04852492,0.0002800013,0.0005070356,0.004961795,0.001702792,0.02667352,0.7689514,0.008356589,0.1339515,0.0003337573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6008527,0.004552159,0.3399372,0.0006622935,0.000369158,0.0001975069,0.0002068353,0.001679867,0.05154229],"genre_scores_gemma":[0.9464573,0.0009854351,0.0443426,0.0001619961,0.0001167805,0.00005988205,0.00009116723,0.0001415048,0.007643274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006799695,"threshold_uncertainty_score":0.02274728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145771368524241,"score_gpt":0.3007426752890998,"score_spread":0.2692849616038573,"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."}}