{"id":"W4399322648","doi":"10.32388/n6ssr8","title":"Review of: \"Women in Military: Breaking Barriers & Shaping the Future\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Defense, Military, and Policy Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004703082,0.0005310067,0.002409647,0.0003990242,0.0001118063,0.00002002887,0.000746872,0.0002267073,0.003988808],"category_scores_gemma":[0.00110796,0.0004167749,0.000673916,0.0008684613,0.0001642295,0.00008756718,0.0003187181,0.0007463873,0.001138477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005467754,"about_ca_system_score_gemma":0.0001596617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00619894,"about_ca_topic_score_gemma":0.005277085,"domain_scores_codex":[0.9962021,0.00008351485,0.001936015,0.0008136531,0.0001060975,0.0008586207],"domain_scores_gemma":[0.9980853,0.0002160946,0.0003976266,0.001048754,0.00008517259,0.0001670857],"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":[0.00000235287,0.000009374833,0.0001360969,0.071986,0.0002265085,0.000002357141,0.001145873,7.222534e-7,1.129987e-8,0.009511605,0.9153583,0.001620827],"study_design_scores_gemma":[0.00008504895,0.00001993673,0.0001354992,0.03429424,0.00006337025,0.000006144505,0.0002131807,0.000006543673,3.540548e-8,0.008360611,0.9563821,0.0004332938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004662983,0.7826687,0.000003184664,0.1113525,0.003719394,0.0006765827,0.001306046,0.00003521596,0.1001918],"genre_scores_gemma":[0.0001289427,0.8542298,0.00006541859,0.04313001,0.000970234,0.0002254115,0.0001844648,0.00006242421,0.1010033],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07156107,"threshold_uncertainty_score":0.9998284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06292009679639929,"score_gpt":0.3011307024966913,"score_spread":0.238210605700292,"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."}}