{"id":"W6920970617","doi":"10.6084/m9.figshare.c.7163782","title":"Training in the implementation of sex and gender research policies: an evaluation of publicly available online courses","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Urbanism, Landscape, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; Inclusion (mineral); Training (meteorology); Biological sex; Research design; Dimension (graph theory); Gender balance; Public health","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001713547,0.00007815383,0.0001521743,0.0002540673,0.00008138906,0.00005925361,0.0001837941,0.0001005947,0.09204458],"category_scores_gemma":[0.0003527861,0.00005849413,0.00002361673,0.0003415314,0.00004910583,0.00007125602,0.00004391727,0.0001323149,0.00003814585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000327001,"about_ca_system_score_gemma":0.0005170683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01254836,"about_ca_topic_score_gemma":0.09986445,"domain_scores_codex":[0.998102,0.0004756891,0.0001561266,0.0001782837,0.0008912762,0.0001965967],"domain_scores_gemma":[0.9993988,0.0001319735,0.0001060776,0.000128487,0.0002103054,0.00002440612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.125504e-7,0.00001709222,0.0001740451,0.0001242737,0.00002527048,3.632989e-7,0.1940969,1.378928e-7,8.633143e-7,0.0001243285,0.8031964,0.002239667],"study_design_scores_gemma":[0.0001851682,0.00004882786,0.001605315,0.0004289749,0.00003665842,2.302724e-7,0.3212236,0.00002128552,0.000003522769,0.0008810303,0.675481,0.00008439986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003117955,0.008714016,4.028356e-8,0.0002952289,0.0000841291,0.001030303,0.09816037,0.00003778016,0.8885602],"genre_scores_gemma":[0.7017666,0.0009812922,0.00009214363,0.0001580395,0.00318396,0.0007478427,0.05889354,0.0003312027,0.2338453],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6986487,"threshold_uncertainty_score":0.9940272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4845286321013988,"score_gpt":0.5167588186659771,"score_spread":0.03223018656457821,"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."}}