{"id":"W3082433663","doi":"10.5430/ijhe.v9n6p77","title":"Models of Arts Teacher’s Professional Development","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Child Development and Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Dance; Pedagogy; Psychology; Faculty development; Medical education; Sociology; Professional learning community; Professional studies; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003428423,0.0000623324,0.0001028497,0.0001227061,0.00007321973,0.00003417806,0.0003378798,0.00004803865,0.000863405],"category_scores_gemma":[0.00008731018,0.00005733315,0.00005243799,0.0001259788,0.00004287787,0.0004570556,0.00002444576,0.0001131968,0.00001735621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001979164,"about_ca_system_score_gemma":0.002640766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003559946,"about_ca_topic_score_gemma":0.00000776543,"domain_scores_codex":[0.9985967,0.00005536465,0.0004373742,0.00008166278,0.0007408467,0.00008806884],"domain_scores_gemma":[0.9985001,0.0000391651,0.0004436212,0.00003582501,0.0008608239,0.0001204484],"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":[0.0003511913,0.002399157,0.05523808,0.00003805974,0.0004012825,0.000004422363,0.2863625,0.0002618448,0.001430201,0.1564067,0.2891514,0.2079552],"study_design_scores_gemma":[0.0003981376,0.00003933912,0.1351968,0.0001552147,0.00001817505,0.000004408517,0.004942106,0.00001826885,0.001115051,0.01099872,0.846956,0.0001578417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8814671,0.0005305165,0.0004597861,0.06723856,0.01521394,0.0001524844,0.000001329838,0.00001713135,0.03491913],"genre_scores_gemma":[0.9877957,0.00002681638,0.003081477,0.0008296609,0.001872627,0.000003673982,0.00001082142,0.00000591507,0.006373305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5578046,"threshold_uncertainty_score":0.9453679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06606715852406735,"score_gpt":0.3905103114864083,"score_spread":0.3244431529623409,"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."}}