{"id":"W146801442","doi":"","title":"Best Practices in Faculty Development in North American Higher Education: Distinctions and Dilemmas","year":2003,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Faculty development; Higher education; Pedagogy; Best practice; Professional development; Sociology; Mathematics education; Psychology; Medical education; Political science; 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":[0.0804431,0.0002250214,0.0003858335,0.005633119,0.014551,0.01181979,0.00227038,0.002317793,0.000713743],"category_scores_gemma":[0.1334145,0.000495582,0.0002578161,0.006852038,0.01900489,0.007607071,0.00760026,0.002545388,0.0000884289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01985876,"about_ca_system_score_gemma":0.02597257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04906997,"about_ca_topic_score_gemma":0.1313956,"domain_scores_codex":[0.8965107,0.0718739,0.004629074,0.002645494,0.02102341,0.003317403],"domain_scores_gemma":[0.8363655,0.1113893,0.0134181,0.008292103,0.02273925,0.007795716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005224139,0.0002885395,0.07606762,0.0003537121,0.00002861203,0.0003875088,0.6857952,0.000226636,0.0003841761,0.02631543,0.004502113,0.2055982],"study_design_scores_gemma":[0.00001428771,0.0000982197,0.05062105,0.0009275779,0.00001778359,0.000329121,0.9081397,0.0004224085,0.0004511105,0.01576488,0.02316826,0.00004556446],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8890963,0.004861272,0.003196038,0.07557162,0.0001710948,0.00009341296,0.00002268054,0.00003258641,0.02695495],"genre_scores_gemma":[0.9938583,0.001074008,0.002989148,0.001227115,0.00002485923,0.00004883502,0.000009111647,0.000008843042,0.000759748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0804431,"threshold_uncertainty_score":0.4254289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198631571579546,"score_gpt":0.3220643991949295,"score_spread":0.2022012420369749,"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."}}