{"id":"W2314371585","doi":"10.1177/1321103x040230010301","title":"Opening The Doors To Creativity: A Pre-Service Teacher Experiment","year":2004,"lang":"en","type":"article","venue":"Research Studies in Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Creativity; Fluency; Psychology; Mathematics education; Music education; Teacher education; Curriculum; Pedagogy; Coding (social sciences); Sociology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001408092,0.0001394359,0.0001620131,0.0003221725,0.0009222129,0.0002688351,0.000385944,0.00002610628,0.001439651],"category_scores_gemma":[0.000575048,0.00009780888,0.00003090909,0.0004231721,0.0004033151,0.0002967189,0.0003047998,0.0003093837,0.0003897359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008423163,"about_ca_system_score_gemma":0.0006306418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007330173,"about_ca_topic_score_gemma":0.007931227,"domain_scores_codex":[0.9981741,0.0002784066,0.000244272,0.0003355353,0.0005789897,0.0003886856],"domain_scores_gemma":[0.9983884,0.0003185803,0.00005153506,0.0004298927,0.0007287735,0.00008285926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000163165,0.0004775904,0.0001591414,0.00004204991,0.00003994576,0.00000115881,0.8162059,0.00006360836,0.00005627962,0.1038863,0.0766184,0.002433317],"study_design_scores_gemma":[0.0001889569,0.0000627729,0.00106283,0.000244928,0.000006473608,0.000001036911,0.5879911,0.000002983049,0.0001364043,0.005594788,0.4045848,0.0001229372],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8364555,0.0008284759,0.000003420566,0.01746332,0.001923423,0.001034758,0.000001751542,0.00002995056,0.1422594],"genre_scores_gemma":[0.9757993,0.00005139236,0.0001882839,0.001451274,0.001220582,0.001479037,0.000005868534,0.00001883101,0.01978545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3279664,"threshold_uncertainty_score":0.9994732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4198698014953653,"score_gpt":0.4797141793030862,"score_spread":0.05984437780772095,"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."}}