{"id":"W4398146885","doi":"10.1016/j.jisako.2024.05.008","title":"Being a woman and an orthopaedic surgeon—A primer on the challenges we face","year":2024,"lang":"en","type":"article","venue":"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Orthopedic surgery; Medicine; Face (sociological concept); Representation (politics); General surgery; Medical education; Surgery; Political science; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008961681,0.00033618,0.0006557002,0.0005838653,0.0005874782,0.00009123576,0.000500721,0.0001815606,0.001105391],"category_scores_gemma":[0.0009775552,0.0002060097,0.0002784179,0.0006112886,0.001465641,0.0005157698,0.00008298817,0.001000408,0.000009861163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101732,"about_ca_system_score_gemma":0.000417929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002977774,"about_ca_topic_score_gemma":0.0004449795,"domain_scores_codex":[0.9947687,0.0003783828,0.0008293893,0.0004170361,0.003032652,0.0005738029],"domain_scores_gemma":[0.9978281,0.0006062896,0.0003941379,0.0003317933,0.000224241,0.0006153944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002781707,0.0003930441,0.03089031,0.0003930906,0.0004308655,0.002281922,0.19303,0.00001837017,0.00005694257,0.0738663,0.05897281,0.6393882],"study_design_scores_gemma":[0.001693199,0.001994791,0.02125819,0.005724776,0.0006445178,0.0002071007,0.3470463,0.00007499153,0.000007382221,0.01586312,0.6049773,0.0005083742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5481755,0.07863836,0.0002210511,0.3297413,0.005065157,0.0006538247,0.00000435777,0.0001708232,0.03732967],"genre_scores_gemma":[0.9077284,0.08673365,0.00003507038,0.002516486,0.002114543,0.00000479758,0.000003237774,0.00003380805,0.0008300159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6388798,"threshold_uncertainty_score":0.9998077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146698691811001,"score_gpt":0.2911394048281581,"score_spread":0.2596724179100481,"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."}}