{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001123992,0.0001305709,0.000434545,0.0000711765,0.0002420929,0.00001514306,0.0001349794,0.0001113843,0.0003839892],"category_scores_gemma":[0.0002106879,0.00007532532,0.0001010694,0.00004512613,0.0000851864,0.00009746233,0.00003643139,0.0005730714,0.000004652436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001957301,"about_ca_system_score_gemma":0.00145458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009860649,"about_ca_topic_score_gemma":0.000005939779,"domain_scores_codex":[0.9985017,0.00007968939,0.0006490626,0.0001443551,0.0003607615,0.0002644717],"domain_scores_gemma":[0.9980609,0.0003856531,0.000342892,0.0001172585,0.0001023894,0.000990902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003944849,0.00202496,0.6290835,0.0139952,0.002184531,0.0000578886,0.07091255,0.00006602817,0.001725847,0.004726073,0.0412587,0.2300199],"study_design_scores_gemma":[0.03021544,0.007593752,0.5527313,0.003220429,0.0009677137,0.001913462,0.1937149,0.007550065,0.0003478161,0.0004973179,0.2005021,0.0007457544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9138194,0.009317311,0.000204627,0.07527192,0.0006503136,0.0006620295,0.000006080856,0.00001470738,0.00005357527],"genre_scores_gemma":[0.9793078,0.01033346,0.0002084826,0.009659095,0.0001758731,0.000007521316,0.000009535367,0.00001683859,0.0002813817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2292741,"threshold_uncertainty_score":0.4204413,"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."}}