{"id":"W3153212789","doi":"10.11575/prism/38741","title":"Optimum Learning for All Students Implementing Alberta’s 2018 Professional Practice Standards A Longitudinal, Mixed Methods Research Study: 2019-2020 Provincial Year 1 Survey Research Report","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Pedagogy; 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":[0.005362945,0.000222768,0.0003213587,0.001183369,0.004366491,0.002754503,0.001704413,0.0006592592,0.002855293],"category_scores_gemma":[0.009262958,0.0005436331,0.0004429133,0.00153101,0.0007558222,0.001010272,0.001900468,0.001522496,0.0006310098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02235966,"about_ca_system_score_gemma":0.05870959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8468437,"about_ca_topic_score_gemma":0.9402296,"domain_scores_codex":[0.996491,0.0006862488,0.0001099467,0.0002500013,0.001260806,0.001201819],"domain_scores_gemma":[0.9929568,0.0008107835,0.0008881557,0.0003805756,0.002901604,0.002062132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002324066,0.001173559,0.9062954,0.00009654005,0.00002719181,0.00008858887,0.01797428,0.0002012973,0.0004560647,0.0006870016,0.01001174,0.06275602],"study_design_scores_gemma":[0.00003775952,0.000479619,0.9461925,0.00009127968,0.00001644873,0.00003875892,0.0413704,0.0004652829,0.0003250674,0.0002010471,0.0107491,0.00003260409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916162,0.0001385623,0.0003848412,0.001112104,0.00003032981,0.0004735299,0.002181367,0.00002743278,0.004035527],"genre_scores_gemma":[0.9870015,0.0002177661,0.002470956,0.0004688046,0.00001563327,0.0006765164,0.001771061,0.0000129759,0.007364768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1531563,"threshold_uncertainty_score":0.3081166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5673658132380459,"score_gpt":0.6860471401243998,"score_spread":0.1186813268863539,"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."}}