{"id":"W4283315037","doi":"10.1016/j.wem.2022.04.006","title":"Gender Equity in Membership, Leadership, and Award Recognition in the Wilderness Medical Society","year":2022,"lang":"en","type":"article","venue":"Wilderness and Environmental Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"ABB","keywords":"Gender equity; Gender bias; Gender disparity; Equity (law); Audit; Psychology; Political science; Demography; Sociology; Gender studies; Accounting; Social psychology; Business; Law","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":[0.00375682,0.000128336,0.0002194738,0.00006054839,0.0005372859,0.00002214668,0.0003584578,0.0001040162,0.001957939],"category_scores_gemma":[0.00008172946,0.0001035157,0.00003143772,0.0002123636,0.001528825,0.0001445252,0.000320125,0.0005370146,0.000002227028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001926243,"about_ca_system_score_gemma":0.00003973705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051397,"about_ca_topic_score_gemma":0.001101533,"domain_scores_codex":[0.9969996,0.0004407954,0.000209833,0.0003102827,0.001676067,0.0003634282],"domain_scores_gemma":[0.9994655,0.0002269373,0.00005656334,0.0001097184,0.00000302575,0.0001382183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001229288,0.0005127863,0.3294671,0.0001689632,0.00004496246,0.0003088301,0.4032583,0.00001382667,0.00006084849,0.001903554,0.00825248,0.2558854],"study_design_scores_gemma":[0.002114832,0.0001499229,0.07289999,0.0001092531,0.00004156101,0.00003723264,0.90664,0.000129419,0.00000228576,0.002449525,0.01524467,0.0001813127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510073,0.002393273,0.00002173189,0.04104573,0.0003405423,0.0003325267,0.00001387952,0.00001782246,0.00482718],"genre_scores_gemma":[0.9905012,0.002408847,0.00001086314,0.006590646,0.0001993364,0.00004019344,0.00005538019,0.000007376188,0.0001862129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5033817,"threshold_uncertainty_score":0.9989544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171711460650289,"score_gpt":0.316866963086695,"score_spread":0.1996958170216661,"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."}}