{"id":"W4237304905","doi":"10.1090/crmp/047/01","title":"Introduction and background","year":2009,"lang":"en","type":"book-chapter","venue":"CRM proceedings & lecture notes","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009143005,0.001031992,0.0007512394,0.002449422,0.002237464,0.004781302,0.001745111,0.001879419,0.4959853],"category_scores_gemma":[0.003384835,0.0003687413,0.0005103066,0.002581533,0.0007552433,0.003241881,0.00272879,0.002133365,0.4007082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001541982,"about_ca_system_score_gemma":0.003467769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379314,"about_ca_topic_score_gemma":0.004649667,"domain_scores_codex":[0.9992293,0.00008298703,0.00003746173,0.0002270296,0.0003123897,0.0001108164],"domain_scores_gemma":[0.998791,0.0002363411,0.00005554551,0.0001033004,0.0004997928,0.0003139209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005190188,0.000132299,0.0002890312,0.0004731472,0.00000279197,0.00009112756,0.0002692171,0.0001247655,0.000446474,0.05036672,0.7862982,0.1614543],"study_design_scores_gemma":[0.000002483825,0.00001326202,0.000138855,0.0001633135,0.000001248995,0.0000398891,0.00006067067,0.00001536887,0.00006431978,0.00515256,0.9943441,0.000003994892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001372771,0.01499699,0.009011731,0.0117286,0.009468115,0.0005325769,0.01126979,0.00126936,0.9403502],"genre_scores_gemma":[0.004242261,0.01046567,0.004690662,0.004269893,0.003004576,0.0004264142,0.008569488,0.0005250356,0.963806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5040147,"threshold_uncertainty_score":0.7189158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0644644772822176,"score_gpt":0.2150121924717685,"score_spread":0.1505477151895509,"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."}}