{"id":"W4380762688","doi":"10.4300/jgme-d-22-00333.1","title":"Adverse Childhood Experiences, Household Income, and Mentorship Among Interns Who Are Underrepresented in Medicine","year":2023,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Minnesota","keywords":"Mentorship; Medicine; Household income; Family medicine; Demography; Psychology; Medical education; Geography; Sociology","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":[0.003560987,0.0000876348,0.0002713989,0.0004382424,0.0001450538,0.0000256173,0.0004149662,0.000103373,0.0002211431],"category_scores_gemma":[0.003651024,0.00006966267,0.00004292766,0.0008053963,0.0007415938,0.0003157367,0.00007253136,0.00040988,0.000003597436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384908,"about_ca_system_score_gemma":0.0006249603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001634612,"about_ca_topic_score_gemma":0.00120068,"domain_scores_codex":[0.9971099,0.0002734404,0.0004112714,0.0001369455,0.00184369,0.0002247635],"domain_scores_gemma":[0.9987896,0.0001782022,0.0003051955,0.00009107884,0.0001429892,0.0004929142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003053168,0.0002449291,0.6888455,0.00003364547,0.00003315624,0.0001003552,0.2614841,0.000003684909,0.000001365666,0.0005779112,0.03475964,0.01388511],"study_design_scores_gemma":[0.0005684732,0.00006958983,0.5657713,0.001083664,0.00001888305,0.000008151442,0.4301376,0.00002095322,0.000002121987,0.000891382,0.001371053,0.00005686421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693949,0.0002335235,0.00001822828,0.02657446,0.001966914,0.0001035478,5.428045e-7,0.00002195654,0.001685914],"genre_scores_gemma":[0.9964818,0.001717529,0.00001009465,0.0006294865,0.0007715745,0.000005050037,0.000003482279,0.000005703647,0.0003753078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1686535,"threshold_uncertainty_score":0.4370881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07054497662907877,"score_gpt":0.355466108893749,"score_spread":0.2849211322646702,"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."}}