{"id":"W4389980727","doi":"10.1161/circ.148.suppl_1.15642","title":"Abstract 15642: Discrimination Against Physicians in Interventional Cardiology","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ethnic group; Family medicine; Internal medicine","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":[0.001826071,0.0001580834,0.0001370966,0.0008459706,0.0005966824,0.000563403,0.0003466185,0.0005246834,0.009761644],"category_scores_gemma":[0.007937476,0.0000911044,0.0001251901,0.0008707374,0.0003259457,0.0005101315,0.0006143832,0.0004637009,0.001733839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719444,"about_ca_system_score_gemma":0.0006426022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193283,"about_ca_topic_score_gemma":0.002467065,"domain_scores_codex":[0.9982418,0.0007081547,0.0001980447,0.0001068427,0.0005442052,0.0002010353],"domain_scores_gemma":[0.9897683,0.002673227,0.004417549,0.0003377447,0.001138041,0.001665205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001005677,0.0002561856,0.9624569,0.0001584861,0.00001587458,0.0001187529,0.001461174,0.00002484131,0.0002878584,0.0001291232,0.009802207,0.02518807],"study_design_scores_gemma":[0.000008530356,0.000109853,0.9934635,0.00009309079,0.000007513755,0.0002738187,0.001136839,0.00003382133,0.00009718381,0.00004757252,0.004724694,0.00000373079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725854,0.0008443462,0.0002468986,0.002247775,0.0001198921,0.0001011199,0.002083353,0.00001552023,0.0217557],"genre_scores_gemma":[0.9944278,0.0007469165,0.0002634859,0.001157615,0.0002082015,0.00008905053,0.0009828126,0.000004898644,0.002119317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009761644,"threshold_uncertainty_score":0.03265589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05451098212544843,"score_gpt":0.3251700947624432,"score_spread":0.2706591126369948,"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."}}