{"id":"W4383293150","doi":"10.1093/ehjci/jead158","title":"Women in cardiovascular imaging: a call for action to address ongoing challenges","year":2023,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"European Association of Cardiovascular Imaging; Sir Jules Thorn Charitable Trust; British Heart Foundation","keywords":"Mentorship; Harassment; Call to action; Medicine; Anxiety; Burnout; Medical education; Action (physics); Family medicine; Clinical psychology; Nursing; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02644909,0.0002390939,0.0006678357,0.0006684243,0.001008212,0.0004270105,0.0006627417,0.00003848917,0.00002478948],"category_scores_gemma":[0.001157866,0.000259652,0.00146823,0.0008232378,0.0001467731,0.0005890105,0.0002435589,0.0005244773,0.0002230601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006935519,"about_ca_system_score_gemma":0.0001780422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003316287,"about_ca_topic_score_gemma":0.00005289135,"domain_scores_codex":[0.9941212,0.001771051,0.000378154,0.0005521248,0.001880259,0.001297198],"domain_scores_gemma":[0.9982765,0.0001666667,0.00006287621,0.0005306109,0.0003223967,0.000640907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001041562,0.00007660899,0.01363105,0.0002331438,0.002447819,0.004062944,0.09971204,0.01079899,0.0001954459,0.0001489829,0.03876098,0.8298278],"study_design_scores_gemma":[0.00115484,0.0000276356,0.02104096,0.0002419215,0.0001633679,0.0001276985,0.06519637,0.00009654067,0.00001497895,0.00008967883,0.9115236,0.0003223583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5301939,0.1970297,0.0152047,0.06271661,0.0183954,0.00543166,0.0000615865,0.002387577,0.1685789],"genre_scores_gemma":[0.9854521,0.007295486,0.0004900451,0.001293495,0.004576828,0.00004482516,0.000007852542,0.0001194779,0.0007198463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8727627,"threshold_uncertainty_score":0.9999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024087596773278,"score_gpt":0.3256148977427688,"score_spread":0.223206138065441,"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."}}