{"id":"W7084049987","doi":"10.64628/aap.vu3wsy64a","title":"Women in senior management: The more the better","year":2025,"lang":"en","type":"article","venue":"","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001972569,0.0003575713,0.0007669842,0.0006717812,0.00201031,0.003382737,0.0006576772,0.001723785,0.01517791],"category_scores_gemma":[0.00814574,0.0002219131,0.0003610505,0.001036293,0.00192053,0.00232215,0.001930629,0.003012429,0.0008220972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732241,"about_ca_system_score_gemma":0.002352504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02155792,"about_ca_topic_score_gemma":0.03287942,"domain_scores_codex":[0.9983846,0.0006857343,0.00003769802,0.0001662665,0.0001961253,0.0005295863],"domain_scores_gemma":[0.9978464,0.0004030504,0.0002855407,0.00005072817,0.0001971901,0.001217098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001072428,0.0009355612,0.3546748,0.0007270754,0.000457773,0.001373427,0.01651739,0.003777002,0.00057591,0.1529585,0.1991963,0.2677338],"study_design_scores_gemma":[0.0002884343,0.000950514,0.1831558,0.002022491,0.0004286313,0.001675323,0.1420315,0.007432725,0.0005920337,0.4435903,0.2176527,0.0001795121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4646228,0.03588248,0.007376077,0.4184953,0.008183973,0.00005614043,0.001022672,0.0000357637,0.06432477],"genre_scores_gemma":[0.969107,0.006032401,0.0007012445,0.009780901,0.001699765,0.00002204003,0.0001324185,0.00002698226,0.01249726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02155792,"threshold_uncertainty_score":0.05077517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005616348316779838,"score_gpt":0.2258877989425578,"score_spread":0.2202714506257779,"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."}}