{"id":"W2944283516","doi":"10.1007/978-3-030-14832-4_1","title":"The Present, Past, and Future of Timbre Research","year":2019,"lang":"en","type":"book-chapter","venue":"Springer handbook of auditory research","topic":"Music and Audio Processing","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Agence Nationale de la Recherche","keywords":"Timbre; Loudness; Perception; Tone (literature); Soundscape; Computer science; Piano; Quality (philosophy); Speech recognition; Acoustics; Psychology; Sound (geography); Musical; Linguistics; Art; Visual arts","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":[0.001847325,0.0006987466,0.00084665,0.002387772,0.0007420403,0.006710089,0.00131288,0.001815137,0.01855418],"category_scores_gemma":[0.00318919,0.0003455112,0.0004392815,0.003286908,0.003044443,0.007776786,0.00149741,0.002936208,0.007408191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009346655,"about_ca_system_score_gemma":0.001264425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245465,"about_ca_topic_score_gemma":0.001910822,"domain_scores_codex":[0.9994142,0.0001425309,0.00004051572,0.0001017904,0.0002554523,0.00004553363],"domain_scores_gemma":[0.9984174,0.0009366864,0.00006323628,0.0001473912,0.0002977175,0.0001376611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009116884,0.0000458483,0.0002967837,0.001564445,0.00001799115,0.00005964482,0.001016508,0.0003799339,0.004314098,0.1179355,0.05216393,0.8221141],"study_design_scores_gemma":[0.00001061294,0.00007463488,0.00116447,0.001540999,0.00002225505,0.0005827076,0.001044584,0.00104564,0.0009394818,0.1376662,0.8558533,0.00005521199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001739811,0.8828117,0.02294921,0.01096399,0.0057621,0.00001700498,0.0001729112,0.000309874,0.07527342],"genre_scores_gemma":[0.03355128,0.8036705,0.03203873,0.00542825,0.01940466,0.0000766521,0.0003393389,0.0003409768,0.1051497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01855418,"threshold_uncertainty_score":0.06206989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07938647409693192,"score_gpt":0.3433105289879745,"score_spread":0.2639240548910425,"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."}}