{"id":"W4406106826","doi":"10.1111/ejss.70039","title":"Where Are We With Gender Parity in Academia and Professional Societies? A Multinational Look at Women in Soil Science","year":2025,"lang":"en","type":"article","venue":"European Journal of Soil Science","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Gender equity; Equity (law); Multinational corporation; Women in science; Gender diversity; Political science; Sociology; Social science; Gender studies; Business; Law; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01670964,0.00009039247,0.0001648037,0.0003878439,0.0009558012,0.0001429762,0.001104346,0.00005337356,0.00005281572],"category_scores_gemma":[0.0007130455,0.00007003864,0.00002150868,0.00179363,0.004970286,0.0009485504,0.0004409545,0.0008561739,0.00000414981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008575459,"about_ca_system_score_gemma":0.002144294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003717539,"about_ca_topic_score_gemma":0.0004355907,"domain_scores_codex":[0.9966437,0.0003055832,0.0002739555,0.0002708504,0.001986069,0.0005198824],"domain_scores_gemma":[0.9988892,0.0001269257,0.0002388999,0.00008122714,0.0003912475,0.0002725088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000114411,0.0001267858,0.9087323,0.00005720058,0.000006347724,0.0001797512,0.0785008,0.0003964922,0.0005431082,0.002087305,0.004241438,0.005014061],"study_design_scores_gemma":[0.001152379,0.00006470618,0.8886478,0.0006886775,0.000004682912,0.00001049046,0.1039551,0.0001443782,0.00005541494,0.0006645051,0.004496333,0.0001155182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669103,0.0003943639,0.00002207016,0.009847961,0.0002902329,0.00007353545,0.000001475922,0.000006384813,0.02245365],"genre_scores_gemma":[0.9960435,0.0004850183,0.0002203417,0.0008336464,0.00006866546,8.319501e-7,8.045026e-8,0.000002848035,0.00234505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0291332,"threshold_uncertainty_score":0.9977376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874112630735891,"score_gpt":0.3029963274738862,"score_spread":0.2742552011665273,"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."}}