{"id":"W7125678251","doi":"10.7202/1122752ar","title":"Introduction","year":2025,"lang":"en","type":"article","venue":"MUSICultures","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University; The Scarborough Hospital; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006607878,0.00006399896,0.00006116283,0.00005885221,0.00007712652,0.0000388508,0.00007833246,0.00003440736,0.0004860334],"category_scores_gemma":[0.00008488501,0.00004676396,0.00003101727,0.0003484978,0.00003135949,0.00007127167,0.0000272441,0.00006807019,0.002361806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229142,"about_ca_system_score_gemma":0.00001053906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002086113,"about_ca_topic_score_gemma":0.00004495494,"domain_scores_codex":[0.9995577,0.00002271371,0.00007104344,0.0001604301,0.00008025571,0.0001079063],"domain_scores_gemma":[0.999737,0.000006037262,0.00001824188,0.0001668372,0.00005607652,0.00001578286],"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":[0.000008741481,0.0000215182,0.0001240838,0.000004157661,0.00001448136,5.894913e-7,0.0001182705,0.00004036326,0.09987908,0.02527445,0.8731142,0.001400052],"study_design_scores_gemma":[0.0001231843,0.000004435614,0.02059202,0.00000432828,0.00001373372,0.000001657142,0.00008309948,0.000009961383,0.02665467,0.001224736,0.9512329,0.00005530086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6484542,0.0007556695,0.000236324,0.0224244,0.004347403,0.0003752039,0.00002012027,0.001301658,0.322085],"genre_scores_gemma":[0.9615892,0.000002035649,0.000448711,0.0009430546,0.001818095,0.00002219031,0.0000341772,0.00001286015,0.03512966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.313135,"threshold_uncertainty_score":0.998415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00785187171687871,"score_gpt":0.2445515401590933,"score_spread":0.2366996684422146,"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."}}