{"id":"W4401330793","doi":"10.1136/leader-2024-001003","title":"Ivory tower in MD/PhD programmes: sticky floor, broken ladder and glass ceiling","year":2024,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia Hospital","funders":"","keywords":"Glass ceiling; Ivory tower; Equity (law); Gender equity; Social justice; Ceiling (cloud); Sociology; Political science; Gender studies; Geography; Criminology; Law; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.001134567,0.00008555824,0.0001253914,0.00008953922,0.0001345782,0.000187919,0.0002457864,0.0001138437,0.0004652991],"category_scores_gemma":[0.0002747178,0.0000780067,0.00003639154,0.0002874706,0.000365127,0.0002085026,0.00009000803,0.0002164203,0.0001172358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005502934,"about_ca_system_score_gemma":0.0001577037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147011,"about_ca_topic_score_gemma":0.001678879,"domain_scores_codex":[0.9987646,0.00008324836,0.0001245627,0.0002358319,0.0004734396,0.000318341],"domain_scores_gemma":[0.9996108,0.0001045273,0.00001476071,0.0001253272,0.00003800108,0.0001065948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007014723,0.0002134093,0.03216023,0.0006156437,0.0001618372,0.001135683,0.3595338,0.00002846462,0.0002570593,0.0217598,0.3172769,0.266787],"study_design_scores_gemma":[0.000558108,0.00006849735,0.002651733,0.0004753426,0.0000626113,0.000006784042,0.2770013,0.0002316955,0.00004376403,0.001722918,0.7168726,0.0003046562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7247624,0.02069237,0.0004008106,0.05550554,0.004720064,0.001594873,0.00001574128,0.0005777351,0.1917304],"genre_scores_gemma":[0.9841769,0.0002663549,0.0003911511,0.001302146,0.0008323651,0.0000204291,0.000005166552,0.00001189279,0.01299359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995957,"threshold_uncertainty_score":0.5094698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05599044326006206,"score_gpt":0.3583778045826551,"score_spread":0.302387361322593,"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."}}