{"id":"W2246043984","doi":"","title":"Faculty of Education Professional Development","year":2002,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Professional development; Medical education; Pedagogy; Faculty development; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002529393,0.000511313,0.0003966824,0.00231426,0.00509114,0.005603539,0.0008747452,0.001713777,0.3906777],"category_scores_gemma":[0.005920401,0.0003797517,0.0002573915,0.001537165,0.0009255158,0.00203893,0.003335095,0.001823992,0.1615613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004426503,"about_ca_system_score_gemma":0.02113149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006387156,"about_ca_topic_score_gemma":0.02938069,"domain_scores_codex":[0.9973151,0.0003255638,0.00009638379,0.0002971498,0.001263037,0.0007026654],"domain_scores_gemma":[0.9877871,0.000522311,0.0002759685,0.0008189119,0.004205844,0.006389884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003716647,0.0001520044,0.001847342,0.00007992109,0.000002200033,0.0000716061,0.0004015428,0.00005063068,0.0005768869,0.01469562,0.7647158,0.2173692],"study_design_scores_gemma":[0.000004935577,0.00001373412,0.002159949,0.00003438043,0.000001148729,0.00005677513,0.0002689258,0.00004949947,0.0002483751,0.0007630311,0.9963968,0.00000251223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006300428,0.001753617,0.001317283,0.03426075,0.004770096,0.0001689942,0.001134121,0.0007475314,0.9495472],"genre_scores_gemma":[0.006868623,0.0003130366,0.0004144925,0.0008569095,0.0001674455,0.00002177742,0.0002109699,0.00005290225,0.9910939],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3906777,"threshold_uncertainty_score":0.8691243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153422320447548,"score_gpt":0.4062108693406584,"score_spread":0.2908686372959036,"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."}}