{"id":"W1975230259","doi":"10.1080/1360144042000277900","title":"A Learning‐centred Faculty Certificate Programme on University Teaching","year":2003,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pedagogy; Certificate; Higher education; Sociology; Faculty development; Mathematics education; Professional development; Psychology; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.004883468,0.0004642358,0.0005320548,0.001245602,0.002661401,0.001514673,0.002079283,0.0007572525,0.02960683],"category_scores_gemma":[0.01203509,0.0002996472,0.0004874448,0.001057158,0.001470806,0.0007981453,0.007252077,0.001538786,0.005521475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002309529,"about_ca_system_score_gemma":0.01052879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201171,"about_ca_topic_score_gemma":0.006410099,"domain_scores_codex":[0.9974489,0.0008507707,0.00007341299,0.0002330582,0.0004900988,0.0009037486],"domain_scores_gemma":[0.9813364,0.002425242,0.000887254,0.001377212,0.001298135,0.01267577],"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":[0.002143302,0.01601846,0.02022675,0.0006418038,0.0000213473,0.001045958,0.008006787,0.003801733,0.007311401,0.007358632,0.05714178,0.876282],"study_design_scores_gemma":[0.002979913,0.03010573,0.4177915,0.0009061218,0.00005710967,0.002270719,0.01629159,0.007862758,0.01936329,0.01147573,0.4904423,0.0004533343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.817718,0.0002821023,0.01847266,0.003556001,0.001679146,0.009406043,0.001433595,0.001818429,0.145634],"genre_scores_gemma":[0.9074718,0.0002303635,0.02255376,0.0008304208,0.0003810643,0.003695678,0.0007685855,0.0001077231,0.06396058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02960683,"threshold_uncertainty_score":0.0990448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942308071505017,"score_gpt":0.3989067824748442,"score_spread":0.2046759753243425,"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."}}