{"id":"W4392116706","doi":"10.15173/m.v1i39.3303","title":"Healthcare Disparities","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Health care; Population health; Medicine; Environmental health; Nursing; Public health; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001066811,0.0001147785,0.0001897789,0.00004297988,0.00450099,0.0000051403,0.0005087382,0.00004377907,0.00640745],"category_scores_gemma":[0.0001111589,0.00008079736,0.00004828333,0.0003127942,0.00007751385,0.0000363563,0.0004086551,0.001041933,0.000711934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005248127,"about_ca_system_score_gemma":0.0008061049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004773395,"about_ca_topic_score_gemma":0.000360563,"domain_scores_codex":[0.9969606,0.001361352,0.0003579543,0.0001926925,0.0003877285,0.0007396843],"domain_scores_gemma":[0.9984684,0.0005850402,0.000144672,0.0005478563,0.00005842868,0.0001956294],"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":[0.00009850771,0.00008875145,0.1017462,0.0002878965,0.00001637731,0.000004260764,0.03006553,0.00001063097,0.00001092143,0.1214051,0.744278,0.001987775],"study_design_scores_gemma":[0.0001864468,0.0000675125,0.01329058,0.00004433365,0.000008380458,0.000005116495,0.07043549,0.000009910405,0.000003861975,0.005414311,0.9104321,0.0001019509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.74334,0.004242117,0.000003324301,0.2274103,0.006391561,0.001238542,0.00008329003,0.0002278268,0.01706301],"genre_scores_gemma":[0.9416847,0.00006730774,0.00007442364,0.02751172,0.0006233855,0.001300546,0.00002366069,0.0000286413,0.02868558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1998986,"threshold_uncertainty_score":0.996795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06334797448050701,"score_gpt":0.4503038807464858,"score_spread":0.3869559062659788,"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."}}