{"id":"W4415305630","doi":"10.1016/j.jacadv.2025.102238","title":"Gender Differences in Barriers to Academic Cardiovascular Careers in North America","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American College of Cardiology Foundation","keywords":"Career development; MEDLINE; Transition (genetics)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001369424,0.0001330548,0.0002113519,0.0008950909,0.001371241,0.000748997,0.000354618,0.0003677921,0.003684772],"category_scores_gemma":[0.002896682,0.0001584057,0.0002339778,0.0009241095,0.0005220738,0.0005406963,0.0009544321,0.000400911,0.0001891328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009159627,"about_ca_system_score_gemma":0.001405148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05627854,"about_ca_topic_score_gemma":0.1054198,"domain_scores_codex":[0.9992946,0.000188738,0.00004175559,0.00008252379,0.0001505762,0.0002417505],"domain_scores_gemma":[0.9981787,0.0003790957,0.0005427533,0.0000354241,0.0002104898,0.0006535607],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000621424,0.00007073863,0.975901,0.00004993358,0.00002054928,0.0001598381,0.01098188,0.00002123892,0.0001995169,0.0002630573,0.0013024,0.01096757],"study_design_scores_gemma":[0.000002885522,0.00003416332,0.9828803,0.00006249461,0.00000490592,0.000126541,0.0153806,0.00004499086,0.0000217862,0.00007873313,0.001358136,0.000004586622],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994145,0.001219103,0.00005164101,0.001370119,0.00003017147,0.000009425105,0.0001629088,0.000003080127,0.003008673],"genre_scores_gemma":[0.9987558,0.0004935091,0.00003165733,0.0002505532,0.00001640415,0.000008780457,0.00007427949,0.000002026874,0.0003669036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986306,"threshold_uncertainty_score":0.1119019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218896095034513,"score_gpt":0.2927037145963676,"score_spread":0.2705147536460225,"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."}}