{"id":"W2563133568","doi":"","title":"Education improvement and faculty development in Osaka City University : grouping of the educational practices","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Faculty development; Higher education; Mathematics education; Professional development; Psychology; Pedagogy; Sociology; Medical education; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002012776,0.0001434538,0.0002605203,0.004183245,0.003359815,0.002634155,0.0006314805,0.0005948044,0.002110749],"category_scores_gemma":[0.003996611,0.0002590614,0.000402881,0.005933209,0.001856955,0.001196415,0.003019512,0.0005712552,0.0001586491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005592783,"about_ca_system_score_gemma":0.01018632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03529518,"about_ca_topic_score_gemma":0.05471615,"domain_scores_codex":[0.9971461,0.0007305695,0.000331878,0.0003400131,0.0005625625,0.0008888952],"domain_scores_gemma":[0.9938643,0.001022485,0.001180359,0.0004510831,0.001442889,0.002038846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001432481,0.0001541705,0.923798,0.00008740305,0.00004069724,0.0002378546,0.03170523,0.0002888775,0.001197221,0.00210032,0.0008616995,0.03938522],"study_design_scores_gemma":[0.00000467721,0.00006567575,0.9567283,0.00002681045,0.00002293407,0.00006695799,0.03954274,0.0002658524,0.0002155814,0.0002283087,0.002819801,0.00001241877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951173,0.0002148799,0.0002107867,0.000334635,0.000008420032,0.00002804114,0.00006343847,0.0000108402,0.004011615],"genre_scores_gemma":[0.9985403,0.00009147106,0.0002267686,0.0000226247,0.000004029988,0.000008940144,0.0000528797,0.000002369117,0.001050629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03529518,"threshold_uncertainty_score":0.07017952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06341792262467184,"score_gpt":0.3841807504413361,"score_spread":0.3207628278166643,"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."}}