{"id":"W2469510984","doi":"10.1080/14739879.2015.11494316","title":"Beliefs, identities and educational practice: a Q methodology study of general practice supervisors","year":2015,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre for Health Evaluation and Outcome Sciences; McGill University","funders":"Université de Montréal; KU Leuven; Universiteit Maastricht","keywords":"General practice; Psychology; Medical education; Pedagogy; Medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01169525,0.0003961448,0.0004310764,0.001274635,0.001898781,0.001372849,0.0006349246,0.0006412838,0.001543643],"category_scores_gemma":[0.01600252,0.00055282,0.0004260391,0.001258702,0.001470711,0.001064307,0.001833203,0.001036449,0.0004199885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538994,"about_ca_system_score_gemma":0.002157073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007787198,"about_ca_topic_score_gemma":0.008906546,"domain_scores_codex":[0.9941525,0.00419776,0.0002485944,0.0002832622,0.000547644,0.0005702219],"domain_scores_gemma":[0.9915271,0.00442034,0.001746133,0.0004352657,0.001029309,0.0008418926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002119766,0.003547361,0.8037013,0.0001077477,0.00002881832,0.0004352601,0.1742583,0.00009407588,0.0006017108,0.0001995457,0.0001831957,0.01663056],"study_design_scores_gemma":[0.0001266845,0.005356367,0.7872676,0.0001442313,0.00003048647,0.0005594819,0.2037268,0.0007808942,0.0003215436,0.0003804906,0.001278482,0.00002694931],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994041,0.00004146238,0.0002706042,0.00002989443,0.000001256761,0.0001009621,0.00001296991,8.183816e-7,0.0001379726],"genre_scores_gemma":[0.9982908,0.0001065575,0.0008757492,0.00008230735,0.000004536053,0.00031751,0.00004514099,0.000002166069,0.0002753017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01169525,"threshold_uncertainty_score":0.06185114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07177581951569262,"score_gpt":0.4406052541308949,"score_spread":0.3688294346152022,"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."}}