{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000545132,0.0001032411,0.0002925676,0.0002656275,0.0001799167,0.00002545175,0.0006039371,0.00008366427,0.00008063983],"category_scores_gemma":[0.0006424977,0.0001001657,0.0000822894,0.001468693,0.0002680905,0.0002613357,0.00009560647,0.0002781097,0.00001462456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793993,"about_ca_system_score_gemma":0.0002522035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877448,"about_ca_topic_score_gemma":0.0133008,"domain_scores_codex":[0.9983581,0.0001695734,0.000170035,0.0002971684,0.0006338843,0.0003712065],"domain_scores_gemma":[0.9994831,0.0001077114,0.00002735438,0.0001538251,0.00004268714,0.0001852947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001947539,0.000007889342,0.9009207,0.00002010046,0.00003108866,0.00002134869,0.03092509,0.0009350748,0.000001960788,0.0005207172,0.0007299678,0.06586661],"study_design_scores_gemma":[0.0004457969,0.00002606357,0.2385617,0.00007689852,0.00003192936,9.703513e-8,0.2941964,0.00001222638,0.000008525305,0.001281848,0.465145,0.0002135468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943159,0.01171745,0.0003538373,0.001864725,0.0008358493,0.0003596391,0.00000977889,0.00004918468,0.04165047],"genre_scores_gemma":[0.994803,0.003069133,0.0001267167,0.001469579,0.00007989567,0.00002621457,0.000002156812,0.000003128722,0.0004201659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.662359,"threshold_uncertainty_score":0.7422161,"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."}}