{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01272149,0.0002958378,0.0004724356,0.001973429,0.0145555,0.005604937,0.002704612,0.0009720206,0.002130634],"category_scores_gemma":[0.01729694,0.0006692532,0.0002740611,0.003308368,0.007188514,0.001385057,0.003309362,0.002468509,0.0002416958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1006275,"about_ca_system_score_gemma":0.1863573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9422203,"about_ca_topic_score_gemma":0.9840735,"domain_scores_codex":[0.9880276,0.00498656,0.0003492785,0.000595619,0.003244405,0.002796585],"domain_scores_gemma":[0.9722787,0.009374937,0.002404315,0.001018338,0.008652929,0.006270699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004258648,0.002882259,0.2161103,0.0006090379,0.00005784047,0.001759797,0.6730275,0.001304029,0.002336378,0.01347219,0.007240454,0.08077443],"study_design_scores_gemma":[0.00005098695,0.0003963296,0.2324241,0.0004590078,0.00004325132,0.0001340454,0.7359453,0.000979417,0.0005788646,0.0006666427,0.02825617,0.00006598454],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849997,0.0003837526,0.0003860123,0.001513585,0.00001908791,0.0003143509,0.00007763771,0.00001102206,0.01229478],"genre_scores_gemma":[0.9933093,0.0005133022,0.001175861,0.0004190071,0.000007986529,0.0001452053,0.00006068526,0.000007615445,0.004361082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9422203,"threshold_uncertainty_score":0.7301067,"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."}}