{"id":"W1860321698","doi":"10.26522/brocked.v19i1.117","title":"Advancing Teacher Education through Faculty Development","year":2009,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Professionalization; Teacher education; Professional development; Teacher preparation; Pedagogy; Faculty development; Sociology; Political science; Psychology; Medical education; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01818517,0.0003916903,0.0002729766,0.002109994,0.005151029,0.008907463,0.002602318,0.001862152,0.007496959],"category_scores_gemma":[0.02795707,0.0002876096,0.0003322734,0.001750051,0.005982258,0.004192322,0.01200768,0.003119746,0.002090624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01502828,"about_ca_system_score_gemma":0.1011218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05082651,"about_ca_topic_score_gemma":0.09579355,"domain_scores_codex":[0.9866267,0.006147802,0.0004612327,0.0007721484,0.003390966,0.002601129],"domain_scores_gemma":[0.9713198,0.005127245,0.002023068,0.002320528,0.006635907,0.01257344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005056179,0.0003816715,0.007476501,0.0005908175,0.00001664432,0.0002434931,0.02462033,0.0006798945,0.001581482,0.1075661,0.08754756,0.769245],"study_design_scores_gemma":[0.00006791765,0.0002255483,0.007830328,0.0006117191,0.00001971353,0.000294387,0.01973646,0.0005967382,0.00282482,0.03516457,0.932598,0.00002981535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09357186,0.01714438,0.05637261,0.2886786,0.003863405,0.001206547,0.0003407974,0.002067755,0.5367541],"genre_scores_gemma":[0.7277872,0.01296482,0.1152697,0.01594031,0.0009387368,0.0005120544,0.00021775,0.0002375668,0.1261318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05082651,"threshold_uncertainty_score":0.1090384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09273821577064195,"score_gpt":0.4275736406604121,"score_spread":0.3348354248897702,"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."}}