{"id":"W3045522436","doi":"10.11575/prism/37662","title":"Building, Supporting & Assuring Quality Professional Practice: A Research Study of Teacher Growth, Supervision, & Evaluation in Alberta","year":2018,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Professional development; Medical education; Business; Engineering ethics; Pedagogy; Engineering management; Psychology; Engineering; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01462472,0.0000858691,0.000221646,0.0003093026,0.0006137638,0.00001569225,0.0003806454,0.0001232392,0.0007762517],"category_scores_gemma":[0.007533433,0.00009927888,0.00004964788,0.0006584753,0.0005582177,0.0004797356,0.0001903896,0.0004052411,0.00002970325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404391,"about_ca_system_score_gemma":0.0005715221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1810873,"about_ca_topic_score_gemma":0.07358244,"domain_scores_codex":[0.9937789,0.003844459,0.0002976119,0.0003175209,0.001433516,0.0003279572],"domain_scores_gemma":[0.9971468,0.000956544,0.0002996704,0.0002423543,0.00126013,0.00009445396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009475552,0.001336185,0.2181446,0.00002782445,0.00004119201,5.735287e-7,0.7615879,1.155264e-7,0.0001224755,0.002952967,0.002098068,0.01359338],"study_design_scores_gemma":[0.001016488,0.00009550977,0.4903869,0.00006951425,0.00004599023,2.187498e-7,0.4771673,0.00007638697,0.00001336733,0.001258568,0.02972158,0.0001482129],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661823,0.00004674127,0.00057094,0.01908302,0.0001612589,0.0006478397,9.52727e-8,0.00001671063,0.01329109],"genre_scores_gemma":[0.9888412,0.00001064586,0.006838296,0.00002572999,0.00005442445,0.000002727233,0.000003137221,0.000006481363,0.0042173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2844206,"threshold_uncertainty_score":0.9433222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219165650992497,"score_gpt":0.4846310595801783,"score_spread":0.2654654085876813,"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."}}