{"id":"W4415741596","doi":"10.1001/jamanetworkopen.2025.40884","title":"Gender Trends in Professional Advancement Among Academic Pediatric Neurologists","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Certification; Representation (politics); Academic medicine; Board certification","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007591014,0.0001033942,0.0001709776,0.001100302,0.0004904061,0.000600985,0.0002962809,0.0003039336,0.002175422],"category_scores_gemma":[0.004110653,0.0001075104,0.0001734995,0.0008377667,0.00021989,0.0007814275,0.0007315316,0.000442139,0.0003749956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006458431,"about_ca_system_score_gemma":0.0007271535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01078846,"about_ca_topic_score_gemma":0.02748125,"domain_scores_codex":[0.9994764,0.00007882025,0.00004433246,0.00007770815,0.0001173273,0.0002054721],"domain_scores_gemma":[0.9972776,0.0003165363,0.001188306,0.00006141341,0.0003605648,0.0007956499],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002169614,0.00002191158,0.9974354,0.000005150931,0.000006755909,0.00003356686,0.0003701621,0.0000122257,0.00004221127,0.00005663288,0.0003180262,0.001676252],"study_design_scores_gemma":[0.000001298397,0.0000342262,0.9974915,0.00001167518,0.000002907413,0.0001639411,0.001709391,0.00005454746,0.00002558388,0.00003251604,0.0004703258,0.000002101604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974213,0.0003334825,0.00003558104,0.0002837643,0.00001532264,0.000003390512,0.0004057695,0.000003480462,0.001497919],"genre_scores_gemma":[0.9992819,0.0001434454,0.00002760557,0.00005964247,0.00001176784,0.000003951825,0.0001701943,0.000001507869,0.0002999691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992409,"threshold_uncertainty_score":0.02145135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04941516427188708,"score_gpt":0.3827548016350565,"score_spread":0.3333396373631695,"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."}}