{"id":"W3155895096","doi":"10.3399/bjgpo.2021.0011","title":"Perspectives on expert generalist practice among Japanese family doctor educators: a qualitative study","year":2021,"lang":"en","type":"article","venue":"BJGP Open","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"Thematic analysis; Focus group; Qualitative research; Context (archaeology); Medical education; Perception; Qualitative analysis; Psychology; Nursing; Medicine; Family medicine; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001998654,0.0002906511,0.0006308235,0.0001056393,0.00117253,0.0001175983,0.0006518597,0.0001619786,0.001821391],"category_scores_gemma":[0.001824321,0.0002452145,0.00009856807,0.0004259156,0.00009722188,0.0008622457,0.0007506529,0.0008128772,0.000793395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104578,"about_ca_system_score_gemma":0.003565504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0245118,"about_ca_topic_score_gemma":0.002327643,"domain_scores_codex":[0.9922305,0.005158169,0.0006954597,0.0007802967,0.0004859819,0.0006495696],"domain_scores_gemma":[0.9950723,0.002745615,0.0003471636,0.0009133068,0.0006040419,0.0003175872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002863677,0.001219098,0.00221524,0.00004476417,0.0001249269,0.0001019375,0.7475964,2.456437e-7,0.00007930373,0.004590471,0.2435177,0.0002235621],"study_design_scores_gemma":[0.001308363,0.0002650401,0.0152711,0.00006762411,0.00003005299,0.000001921989,0.7652936,5.375686e-7,0.000009067719,0.00008144946,0.2174351,0.000236155],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6979914,0.001234389,0.0000044226,0.02718302,0.001421439,0.002951198,0.00005417525,0.00009230179,0.2690676],"genre_scores_gemma":[0.7828667,0.0004947812,0.002279162,0.1195442,0.001709637,0.002685514,0.00009628179,0.0001141927,0.09020959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.178858,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833560253388362,"score_gpt":0.5730082812892147,"score_spread":0.3896522559503784,"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."}}