{"id":"W1927022525","doi":"10.24908/pceea.v0i0.3899","title":"RETHINKING AUDIO PRODUCTS: DESIGNING SOUND EXPERIENCES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intermediary; Sound (geography); Bridge (graph theory); Space (punctuation); Process (computing); Computer science; Multimedia; Human–computer interaction; Business; Marketing; Acoustics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005579026,0.0001117686,0.0001242896,0.0002149436,0.0003559999,0.00009396807,0.0007658768,0.0001262086,0.000008698535],"category_scores_gemma":[0.001391876,0.0001028265,0.00004259871,0.0006627875,0.00003450802,0.0004247998,0.0000722955,0.0002009305,0.000004534073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007085433,"about_ca_system_score_gemma":0.0004352861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002124827,"about_ca_topic_score_gemma":0.001423428,"domain_scores_codex":[0.9990559,0.00000605689,0.0002043152,0.0002276198,0.0002295339,0.0002765226],"domain_scores_gemma":[0.9990143,0.00003102362,0.0002717091,0.0001472383,0.0004614109,0.00007432873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001984431,0.00009107972,0.113776,0.0001979794,0.0001845769,3.338775e-7,0.4141704,0.00002736693,0.001668462,0.4305356,0.03697958,0.002366674],"study_design_scores_gemma":[0.0009599351,0.0002434475,0.5325398,0.001092075,0.0002246928,0.0000689006,0.04081835,0.006545457,0.1105735,0.2202722,0.08347607,0.003185487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628533,0.0004157016,0.00301412,0.007928528,0.00504553,0.0005271924,0.000001982942,0.0004915682,0.01972205],"genre_scores_gemma":[0.9784656,0.000004368723,0.02030937,0.0002142395,0.00008367243,0.0000740625,3.172287e-7,0.000008797481,0.0008395837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4187638,"threshold_uncertainty_score":0.4193143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989142090900059,"score_gpt":0.1984835035703768,"score_spread":0.1785920826613762,"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."}}