{"id":"W2809998313","doi":"10.1186/s12909-018-1197-z","title":"UK medical students’ attitudes towards their future careers and general practice: a cross-sectional survey and qualitative analysis of an Oxford cohort","year":2018,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research","keywords":"Workload; Medical education; Cross-sectional study; General practice; Psychology; Workforce; Cohort; Medicine; Job satisfaction; Family medicine; Social psychology; Management","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":[0.003841845,0.0002107466,0.000321439,0.001209466,0.001422394,0.00165929,0.0005093215,0.0005861466,0.003299672],"category_scores_gemma":[0.007242474,0.0003915194,0.0002377645,0.00108786,0.001494228,0.001077647,0.002580445,0.0007177941,0.0003654407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002589693,"about_ca_system_score_gemma":0.001793328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663057,"about_ca_topic_score_gemma":0.02343686,"domain_scores_codex":[0.9981707,0.0008278752,0.0001822912,0.0001468404,0.0002709533,0.0004013086],"domain_scores_gemma":[0.994433,0.002474145,0.001276627,0.0001490239,0.0006029297,0.001064321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001583318,0.0001632784,0.4055942,0.0004754629,0.00001602679,0.0009718013,0.5758661,0.00003707628,0.001520942,0.0002460753,0.001521414,0.0134294],"study_design_scores_gemma":[0.000009160059,0.0002545899,0.390294,0.0003505232,0.000008523421,0.000446325,0.6045663,0.00006120789,0.0002242833,0.00004668862,0.003717935,0.00002044085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989085,0.0001729088,0.00006360769,0.0002433672,0.000005218852,0.00003495057,0.0001287799,0.000001590854,0.000440895],"genre_scores_gemma":[0.9977525,0.0004272171,0.0002253706,0.0002731773,0.000007040831,0.000126783,0.0001501482,0.000003168154,0.001034678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663057,"threshold_uncertainty_score":0.03306752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05770030765719532,"score_gpt":0.4880576478260946,"score_spread":0.4303573401688993,"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."}}