{"id":"W2116699805","doi":"10.26522/brocked.v20i1.144","title":"Faculty Development in Community Colleges: Challenges and Opportunities in Teaching the Teachers","year":2010,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Canadian Memorial Chiropractic College","funders":"","keywords":"Faculty development; Context (archaeology); Pedagogy; Qualitative research; Face (sociological concept); Professional development; Sociology; Psychology; Medical education; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01501147,0.0002062287,0.0002955666,0.0007857397,0.02375367,0.008821301,0.002079175,0.002453401,0.003668632],"category_scores_gemma":[0.0198453,0.0003759574,0.0001904851,0.001170122,0.01074761,0.004141153,0.008888973,0.003251841,0.000255584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007697045,"about_ca_system_score_gemma":0.0251888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01860955,"about_ca_topic_score_gemma":0.07016312,"domain_scores_codex":[0.9873776,0.009180486,0.000210075,0.0005480664,0.0008102484,0.001873428],"domain_scores_gemma":[0.9781953,0.00968338,0.001009971,0.000711476,0.001593636,0.008806213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004964978,0.0003172956,0.01592965,0.0001844864,0.000004792603,0.001623595,0.9078981,0.0001259209,0.001050559,0.006425929,0.003337752,0.06305224],"study_design_scores_gemma":[0.000008155126,0.00006348454,0.00244701,0.00009758411,0.0000018099,0.0002516762,0.9766616,0.00007685676,0.000251252,0.001062629,0.0190671,0.00001081632],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597038,0.001288943,0.003192693,0.01973812,0.000217143,0.0001954188,0.00002269154,0.00006268527,0.01557846],"genre_scores_gemma":[0.9953957,0.0003512362,0.001407026,0.0005869563,0.00002337759,0.00005764798,0.000006042294,0.00001138782,0.002160528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02375367,"threshold_uncertainty_score":0.07938921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429729696963851,"score_gpt":0.4231166364297567,"score_spread":0.2801436667333717,"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."}}