{"id":"W6939979120","doi":"10.6084/m9.figshare.c.7056072.v1","title":"Relationship between individual and country-level socio-economic background, USMLE step scores, and demographics of international medical graduates and residency match results","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Odds; Matriculation; Demographics; Logistic regression; United States Medical Licensing Examination; Residency training; Medical school; Ordered logit; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001153026,0.0001553228,0.0001622445,0.0009743344,0.0003914366,0.0004402064,0.0002637782,0.0003442483,0.006678101],"category_scores_gemma":[0.005597394,0.0001477843,0.000320816,0.0007654618,0.0002847397,0.0003893842,0.0005199168,0.0004934036,0.0005889559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054679,"about_ca_system_score_gemma":0.0003643422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004762799,"about_ca_topic_score_gemma":0.00638744,"domain_scores_codex":[0.9994432,0.0001651834,0.00006414603,0.00008142914,0.0001157232,0.0001303781],"domain_scores_gemma":[0.9961099,0.001001519,0.001568553,0.0001197618,0.0002889654,0.000911382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001291389,0.00002541294,0.9995173,0.000001803959,0.000007556218,0.00001088915,0.00001744467,0.00001131173,0.00001670047,0.000004456523,0.00005420931,0.0003200475],"study_design_scores_gemma":[8.253493e-7,0.0000343509,0.9996135,0.000002200721,0.000002850135,0.0000367626,0.0001317948,0.00009333606,0.00001911361,0.000005329417,0.00005914374,9.673903e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989898,0.00004774044,0.00005567457,0.00006219572,0.000005216903,0.000007083825,0.0003030314,0.000003397405,0.0005258397],"genre_scores_gemma":[0.9994118,0.00002666993,0.00006092547,0.00002237846,0.000004596153,0.000007859841,0.0002485568,0.00000116562,0.0002160465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006678101,"threshold_uncertainty_score":0.02234048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08040962781648336,"score_gpt":0.2803813247582889,"score_spread":0.1999716969418055,"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."}}