{"id":"W2617419377","doi":"10.1016/s2468-2667(17)30097-x","title":"Brexit, the junior doctor contract, and medical student intentions","year":2017,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brexit; Graduation (instrument); Staffing; European union; Referendum; Medicine; Family medicine; Medical education; Political science; Nursing; Politics; Law; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01282339,0.0001551896,0.0004762951,0.00004979863,0.002910784,0.0007517732,0.003170935,0.0003622083,0.0005995833],"category_scores_gemma":[0.001677517,0.00008250248,0.00008192296,0.0001055324,0.002266656,0.0001546337,0.0003764883,0.002457057,0.00004760618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493132,"about_ca_system_score_gemma":0.003214784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115085,"about_ca_topic_score_gemma":0.005349698,"domain_scores_codex":[0.9947091,0.001177915,0.0002468526,0.000265515,0.002744575,0.0008560215],"domain_scores_gemma":[0.9979411,0.000549006,0.0002920604,0.0007161206,0.0001621553,0.0003395409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001733359,0.00001803982,0.0004953588,0.00003954198,0.00005516141,0.00004028093,0.009819523,9.347015e-9,1.303438e-8,0.0172459,0.9630762,0.009208273],"study_design_scores_gemma":[0.0004509703,0.00003510539,0.004087491,0.0001344607,0.00002345521,0.00001155717,0.005377048,9.623653e-7,7.244843e-9,0.0006641643,0.9891232,0.0000915565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000513419,0.0008393244,0.00003529493,0.960281,0.002003222,0.0004814727,0.00006201891,0.00007105165,0.03571324],"genre_scores_gemma":[0.01978726,0.003872511,0.000008409092,0.9525181,0.01570034,0.00002787773,0.00004893317,0.00001139448,0.008025193],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02768805,"threshold_uncertainty_score":0.9998443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1479307732089378,"score_gpt":0.423751627649035,"score_spread":0.2758208544400972,"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."}}