{"id":"W2003107755","doi":"10.1080/14613800500042166","title":"Bridge over troubled waters: policy development for Canadian music in higher education","year":2005,"lang":"en","type":"article","venue":"Music Education Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Music education; The arts; Inclusion (mineral); Certification; Pedagogy; Sociology; Bridge (graph theory); Performing arts; Public relations; Political science; Library science; Visual arts; Social science; Art; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007340819,0.0001378755,0.0001732028,0.002837162,0.0004474857,0.0004546751,0.0006404287,0.0001023765,0.01279241],"category_scores_gemma":[0.0007363679,0.0001177345,0.00005115912,0.002229997,0.00006750688,0.0006252266,0.00006255166,0.0002465195,0.001415892],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002366481,"about_ca_system_score_gemma":0.03271431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03438763,"about_ca_topic_score_gemma":0.1696212,"domain_scores_codex":[0.9960594,0.0003304635,0.0006790485,0.0005240549,0.001727208,0.0006798428],"domain_scores_gemma":[0.9971067,0.0004617959,0.0001017771,0.0005649171,0.001367376,0.0003974617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002535002,0.0004549838,0.02026758,0.00001590985,0.000007034571,1.561499e-7,0.007315713,0.000077128,0.0001279153,0.01516598,0.3918397,0.5647025],"study_design_scores_gemma":[0.0002830955,0.00001943328,0.3826367,0.00002036101,0.000001025623,6.803502e-7,0.001026242,0.0002313485,0.0001124676,0.002393448,0.6131762,0.00009898383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8738226,0.00009192345,0.00003344582,0.07048557,0.00145766,0.001297371,0.000006708577,0.00001671651,0.05278801],"genre_scores_gemma":[0.9093578,0.000007696851,0.001717928,0.004924844,0.001393471,0.0009561216,0.00008773294,0.00001679579,0.08153757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5646035,"threshold_uncertainty_score":0.9993616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5829400560954933,"score_gpt":0.5911762900500994,"score_spread":0.008236233954606154,"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."}}