{"id":"W2886510677","doi":"10.22176/act17.2.50","title":"Control, Constraint, Convergence: Examining Our Roles as Generalist Teacher Music Educators","year":2018,"lang":"en","type":"article","venue":"Action Criticism and Theory for Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Generalist and specialist species; Constraint (computer-aided design); Convergence (economics); Mathematics education; Psychology; Computer science; Pedagogy; Mathematics; Biology; Ecology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004985853,0.0002340751,0.0002093624,0.0002221205,0.000964144,0.0003251623,0.0001328759,0.00008643647,0.007943027],"category_scores_gemma":[0.0002182669,0.000227152,0.00007095479,0.00005858056,0.0007764604,0.000618226,0.00001834964,0.0001229506,0.0001964848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007460636,"about_ca_system_score_gemma":0.0003899491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002416413,"about_ca_topic_score_gemma":0.000284848,"domain_scores_codex":[0.9986587,0.0001421781,0.0003308424,0.0004091197,0.0001610947,0.000298019],"domain_scores_gemma":[0.998679,0.0001851659,0.0001655929,0.0002604066,0.000549962,0.0001599061],"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":[0.00004666306,0.0002314227,0.00008447584,0.00005071134,0.00005321011,1.87288e-7,0.04058573,1.404378e-7,0.000409656,0.8750602,0.06987765,0.01359995],"study_design_scores_gemma":[0.0006183553,0.0001980452,0.0003745198,0.00006143306,0.0001734947,0.00001928682,0.2909403,0.00002410202,0.0004871064,0.1093754,0.5973732,0.0003548343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8905843,0.0001706289,0.0006386415,0.001721146,0.01847012,0.0005958194,0.00005694467,0.0001288213,0.08763355],"genre_scores_gemma":[0.966203,0.000009409136,0.0001059253,0.005034322,0.008110619,0.0002373063,0.0000833737,0.00003684007,0.02017921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7656848,"threshold_uncertainty_score":0.9929639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08386575804444574,"score_gpt":0.3108456982908248,"score_spread":0.2269799402463791,"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."}}