{"id":"W376384523","doi":"","title":"Directions in sound/image synthesis : study of bi-modality within emerging multimedia practice","year":2004,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Multimedia; Computer science; World Wide Web; Entertainment; Human–computer interaction; Principal (computer security); Software","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001518802,0.000327888,0.0006353445,0.002600961,0.001023336,0.0001301226,0.001790124,0.0004022545,0.000008794829],"category_scores_gemma":[0.001392885,0.0003723877,0.0001550743,0.003321958,0.0003627882,0.000912505,0.0005163923,0.001825352,0.00001144769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009945346,"about_ca_system_score_gemma":0.001117838,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05446026,"about_ca_topic_score_gemma":0.1450168,"domain_scores_codex":[0.9954928,0.001308384,0.0005259479,0.001057752,0.0009701656,0.0006449128],"domain_scores_gemma":[0.9963519,0.001336988,0.0004588084,0.00117716,0.0005400393,0.0001351017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.005013587,0.0248277,0.3014016,0.002501576,0.00699123,0.03085332,0.4346323,0.0006783123,0.01123744,0.1629897,0.001091276,0.01778199],"study_design_scores_gemma":[0.004859959,0.002737073,0.5142801,0.001058331,0.000586781,0.0001119367,0.4234093,0.00153911,0.02519112,0.01848691,0.005325167,0.002414239],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374812,0.0001779635,0.0004324679,0.0005425522,0.001175431,0.0008517067,0.000004505333,0.0002359173,0.05909823],"genre_scores_gemma":[0.9942176,0.0001164923,0.0006815151,0.000002825537,0.00006862236,0.00002370021,0.0000049263,0.00002279512,0.004861485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2128785,"threshold_uncertainty_score":0.9998728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773092657858496,"score_gpt":0.309669071161349,"score_spread":0.281938144582764,"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."}}