{"id":"W4400651510","doi":"10.25270/jic/24.00083","title":"Perceptions of Interventional Cardiologists on Diversity and Discrimination","year":2024,"lang":"en","type":"article","venue":"˜The œJournal of invasive cardiology/˜The œjournal of invasive cardiology","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Diversity (politics); Perception; Medicine; Medical emergency; Psychology; Political science; Neuroscience","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.009132977,0.0003313379,0.001304141,0.0005153713,0.001426581,0.00004553326,0.00133041,0.0004218557,0.00005026975],"category_scores_gemma":[0.002300989,0.0002106283,0.001479326,0.00041136,0.003226131,0.0004411568,0.0007417354,0.001299233,0.0000135397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004311578,"about_ca_system_score_gemma":0.0007897734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956965,"about_ca_topic_score_gemma":0.0005452585,"domain_scores_codex":[0.9912495,0.005882917,0.001223969,0.0002754595,0.0008749752,0.0004931743],"domain_scores_gemma":[0.9903892,0.00515074,0.001302626,0.0003494484,0.002576093,0.0002319524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003568324,0.0003189077,0.6771662,0.0007548719,0.01749696,0.00287537,0.1429397,0.01594846,0.01097177,0.02552419,0.09620234,0.006232878],"study_design_scores_gemma":[0.003169729,0.007086413,0.5714911,0.001439592,0.005775725,0.0127707,0.3491841,0.00002227,0.0006134662,0.03380434,0.01366216,0.0009804353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762552,0.005108511,0.00853849,0.003298154,0.003566282,0.0003369005,0.0001316454,0.00001574912,0.00274901],"genre_scores_gemma":[0.9901458,0.007571042,0.00006846213,0.0003924968,0.001665585,0.000002181666,0.000008558965,0.00001578949,0.0001300984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2062444,"threshold_uncertainty_score":0.9998734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09389339424334527,"score_gpt":0.3118152958435478,"score_spread":0.2179219016002025,"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."}}