{"id":"W7130634765","doi":"","title":"The Last Five Years Production","year":2025,"lang":"","type":"article","venue":"DigitalCommons@CalPoly","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dance; Quarter (Canadian coin); Musical; Production (economics); Work (physics); Point (geometry)","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002909081,0.0003943052,0.0003322925,0.0002812625,0.001923957,0.003604889,0.0007389439,0.0001255117,0.0006340459],"category_scores_gemma":[0.0003328029,0.0003202724,0.0002844719,0.0003634838,0.001539219,0.0009100956,0.0003439805,0.0004389029,0.001679339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131963,"about_ca_system_score_gemma":0.0004404743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002422577,"about_ca_topic_score_gemma":0.000919396,"domain_scores_codex":[0.9974869,0.0001300131,0.0006869471,0.0006230106,0.0004433062,0.0006297503],"domain_scores_gemma":[0.9977312,0.0004507114,0.00025703,0.001056089,0.0003670138,0.0001379426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003432802,0.0002620055,0.0002684566,0.00002916777,0.0001938285,0.000004593081,0.007783287,0.000005874409,0.000003138791,0.647067,0.3114769,0.03287143],"study_design_scores_gemma":[0.0003063914,0.00006126158,0.003911634,0.0002067131,0.0001025055,0.000003085526,0.01881195,0.00001401195,0.0001032506,0.009013725,0.9671289,0.000336579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1682554,0.002234673,0.000005547297,0.01077002,0.01833396,0.0006772325,0.00009482596,0.0001571994,0.7994712],"genre_scores_gemma":[0.7947689,0.0001581801,0.000006372589,0.0007370755,0.001412104,0.00007161837,0.0000367564,0.00003315314,0.2027759],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6556519,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02691319686378758,"score_gpt":0.2426675419035542,"score_spread":0.2157543450397667,"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."}}