{"id":"W2986671584","doi":"10.1353/hpu.2019.0095","title":"Medical Student Socioeconomic Disadvantage, Self-Designated Disadvantage, and Subsequent Academic Performance","year":2019,"lang":"en","type":"article","venue":"Journal of Health Care for the Poor and Underserved","topic":"Medical Education and Admissions","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"sed; Disadvantage; Psychology; Disadvantaged; Medicine; Socioeconomic status; Environmental health; Internal medicine; Population; Computer science; Political science","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":[0.001060572,0.0001837954,0.0002229922,0.001113593,0.0006833209,0.0007437143,0.0003392981,0.0003856492,0.002637749],"category_scores_gemma":[0.006666916,0.00010228,0.0002959503,0.0007982278,0.0003408224,0.0004675112,0.00101568,0.0006320851,0.0003027949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003957962,"about_ca_system_score_gemma":0.0005324982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046943,"about_ca_topic_score_gemma":0.01832316,"domain_scores_codex":[0.9994181,0.0001752072,0.00005820809,0.00005606018,0.0001261789,0.0001662408],"domain_scores_gemma":[0.9958649,0.0005891717,0.001646353,0.0001575075,0.0003589199,0.001383158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001840627,0.00005853586,0.9992095,0.000001654676,0.00001047952,0.000008571108,0.00003393892,0.00001192669,0.0000165486,0.00002149825,0.00004063867,0.0005683131],"study_design_scores_gemma":[8.125014e-7,0.00003769068,0.9997059,0.000002108442,0.000003624288,0.00001248998,0.0000978871,0.00006163397,0.00001753415,0.00001553548,0.0000437029,0.000001129393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992052,0.00005453471,0.00002022535,0.00008495393,0.000003970658,0.000003188476,0.0001014051,0.000001360367,0.0005252794],"genre_scores_gemma":[0.9997174,0.00002281071,0.00001633043,0.00001433258,0.000007155782,0.00000256333,0.00008414553,4.98406e-7,0.0001348218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01046943,"threshold_uncertainty_score":0.02081698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824811440622414,"score_gpt":0.3882504825562136,"score_spread":0.3600023681499895,"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."}}