{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003632054,0.0001303175,0.0001212041,0.0001115941,0.001205985,0.0002054186,0.0002314256,0.00007683393,0.0008067299],"category_scores_gemma":[0.0006011336,0.0001267743,0.00006070164,0.0002959195,0.00005100758,0.0006293417,0.000008090119,0.0003230851,0.0001519979],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000673793,"about_ca_system_score_gemma":0.00880897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008708077,"about_ca_topic_score_gemma":0.0001254913,"domain_scores_codex":[0.9985427,0.0001980581,0.0003275829,0.0001790597,0.0003965217,0.0003560521],"domain_scores_gemma":[0.9989279,0.00002605798,0.0002248268,0.0001085918,0.0004094171,0.000303194],"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":[0.000004508358,0.0008548626,0.006944725,0.000004216919,0.00001130095,9.217522e-8,0.3235007,0.000002487833,0.00005459239,0.00204355,0.3216297,0.3449492],"study_design_scores_gemma":[0.00006530064,0.00001069188,0.06096271,0.00003614228,0.000007856059,0.00001001823,0.3179243,1.102697e-7,0.00003929438,0.001970162,0.6188542,0.0001191517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3577835,0.006290697,0.005021249,0.4037511,0.01251747,0.0008322862,0.000001091058,0.0003525448,0.2134501],"genre_scores_gemma":[0.9284829,0.0001481274,0.01590505,0.005211951,0.003063166,0.00002451741,0.00001381007,0.00001131111,0.0471392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5706994,"threshold_uncertainty_score":0.9968101,"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."}}