{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02837072,0.00111608,0.00205928,0.001557912,0.01246794,0.0121148,0.004484372,0.02424544,0.01690997],"category_scores_gemma":[0.04542432,0.001047057,0.002143479,0.001767767,0.008927523,0.01546442,0.01364244,0.02527561,0.004255644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004638067,"about_ca_system_score_gemma":0.03549053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0146984,"about_ca_topic_score_gemma":0.0239827,"domain_scores_codex":[0.9835134,0.007808164,0.001110523,0.0009546452,0.002486314,0.004126961],"domain_scores_gemma":[0.9195017,0.03333511,0.004263286,0.002251318,0.008536583,0.03211202],"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":[0.0001458136,0.000396727,0.01987771,0.003203393,0.0000975527,0.002488691,0.03366176,0.0001847805,0.0007891192,0.00697205,0.6061814,0.326001],"study_design_scores_gemma":[0.0001101992,0.0005030768,0.02125136,0.01031166,0.000127418,0.00375559,0.2336323,0.0002784928,0.0002706931,0.01464457,0.7148798,0.0002347801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004025181,0.01481807,0.0005490482,0.9729177,0.005397386,0.00003845995,0.0000486645,0.0001213428,0.002084219],"genre_scores_gemma":[0.1241578,0.09050196,0.01821562,0.7311987,0.02457538,0.0008044803,0.0005071525,0.000277804,0.00976114],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02837072,"threshold_uncertainty_score":0.1500405,"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."}}