{"id":"W7124921123","doi":"10.4401/jgsg-48","title":"Perceiving gendered organizations: positions, power, and gender in geoscience","year":2025,"lang":"","type":"article","venue":"JOURNAL OF GEOETHICS AND SOCIAL GEOSCIENCES","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Inequality; Dominance (genetics); Relation (database); Perception; Perspective (graphical); Citizen journalism; Gender inequality","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005055409,0.0001975975,0.0004127954,0.0006409906,0.003520261,0.0008179322,0.0005240643,0.0003319205,0.00009553248],"category_scores_gemma":[0.0009896811,0.0001939028,0.00008626749,0.002509341,0.002574302,0.001059268,0.0003398497,0.0006539687,0.000001267695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949508,"about_ca_system_score_gemma":0.002657734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234962,"about_ca_topic_score_gemma":0.00129463,"domain_scores_codex":[0.9969985,0.000389554,0.00067893,0.0003732144,0.001057143,0.0005026399],"domain_scores_gemma":[0.9979532,0.0004136154,0.0004395702,0.00006986823,0.0009477578,0.0001759928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003792595,0.0002202134,0.2365536,0.0001163115,0.00006166905,0.00004134962,0.6578012,0.000005460556,0.0001970474,0.09797898,0.0006496281,0.006336672],"study_design_scores_gemma":[0.000660301,0.00009446514,0.7359654,0.0001422388,0.00008973263,0.00001649159,0.2163202,0.0001401209,0.000006565315,0.04306882,0.003172652,0.0003229897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735795,0.003756359,0.0009553753,0.01433053,0.001741006,0.0001846079,0.00001477982,0.000009316407,0.005428493],"genre_scores_gemma":[0.9905936,0.006859074,0.0005715244,0.001073336,0.0001070834,6.135508e-7,7.322789e-7,0.00000405357,0.0007899911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4994118,"threshold_uncertainty_score":0.997777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0335286553795883,"score_gpt":0.3172045524090401,"score_spread":0.2836758970294518,"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."}}