{"id":"W6941951854","doi":"10.1371/journal.pone.0256742.g006","title":"Prediction modeling of the impact of university affiliation on likelihood of women academic surgeons attaining highest levels of leadership (Department, Division or Section Head).","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Division (mathematics); Confidence interval; Odds; Specialty","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":[0.005650604,0.001271271,0.000695758,0.0009398028,0.0003818792,0.001171836,0.001857803,0.001356135,0.04090118],"category_scores_gemma":[0.01375549,0.000589359,0.002252305,0.0007510662,0.0003463058,0.0007072189,0.001010035,0.002900702,0.003915674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006065001,"about_ca_system_score_gemma":0.00173745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03405436,"about_ca_topic_score_gemma":0.01965224,"domain_scores_codex":[0.9983783,0.0009769221,0.00007179262,0.0002939113,0.0000763168,0.0002028776],"domain_scores_gemma":[0.9783732,0.01798237,0.00127655,0.0004444822,0.0006980068,0.001225371],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00240786,0.001094576,0.9266435,0.0001312949,0.0007767974,0.0002608191,0.0001744085,0.02968982,0.0002098482,0.001253037,0.01367479,0.02368319],"study_design_scores_gemma":[0.0007882801,0.00253286,0.4164956,0.0004485881,0.00163436,0.0004577094,0.001169109,0.5662105,0.0005764053,0.00488397,0.004716094,0.00008651051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688416,0.00059763,0.007624002,0.002522031,0.0003039135,0.0001662695,0.01449947,0.0002412305,0.005203902],"genre_scores_gemma":[0.9858205,0.0001933711,0.001919761,0.0001111682,0.00009282482,0.0001525075,0.005908027,0.00003248838,0.005769239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9943494,"threshold_uncertainty_score":0.1368281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366169618002064,"score_gpt":0.2766377961011046,"score_spread":0.1400208343008982,"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."}}