{"id":"W3184413695","doi":"10.1111/capa.12410","title":"Administrative tribunals and equity: Military sexual assault survivors at the Veterans Review and Appeal Board","year":2021,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Sexual Assault and Victimization Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Appeal; Scrutiny; Equity (law); Sexual assault; Political science; Criminology; Economic Justice; Work (physics); Military justice; Psychology; Human factors and ergonomics; Poison control; Law; Medicine; Medical emergency; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001098413,0.0001491319,0.0002321312,0.00005040352,0.00157429,0.000203157,0.0001205099,0.0001284135,0.0004102105],"category_scores_gemma":[0.0008008369,0.0001295147,0.00002930775,0.0004160606,0.0004616787,0.0003246683,0.00005831967,0.0001487303,0.0000103982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960864,"about_ca_system_score_gemma":0.002603853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01564584,"about_ca_topic_score_gemma":0.9570565,"domain_scores_codex":[0.9981596,0.0004675979,0.0002738517,0.00034942,0.0003553776,0.0003941527],"domain_scores_gemma":[0.9985888,0.0002349252,0.00007370802,0.000172383,0.0003888003,0.0005413837],"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":[0.0001097923,0.0002905958,0.1023683,0.00136041,0.0009664207,0.0004187579,0.04614603,9.350991e-7,0.0001375312,0.2308349,0.4239998,0.1933665],"study_design_scores_gemma":[0.000246031,0.0001385581,0.007880693,0.00004012265,0.0001002718,0.00002928307,0.02477046,0.00002052276,0.00001811865,0.000245591,0.9662424,0.0002679022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2433519,0.0510098,0.0001372858,0.6661971,0.0005230043,0.001158688,0.0006183537,0.00009389751,0.03690992],"genre_scores_gemma":[0.9840642,0.004103824,0.00004524059,0.004949184,0.0001602191,0.00004748135,0.0002262381,0.000009497667,0.006394064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9414106,"threshold_uncertainty_score":0.9997255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09449330865359555,"score_gpt":0.3794933366323645,"score_spread":0.2850000279787689,"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."}}