{"id":"W4385868815","doi":"10.59962/9780774818339-001","title":"Preface","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008181175,0.0008567676,0.0005327432,0.001816335,0.002932392,0.002979858,0.0009213533,0.001147351,0.2818478],"category_scores_gemma":[0.003669537,0.0002951898,0.0003959549,0.001621602,0.0007945097,0.0023204,0.001533896,0.002966603,0.152674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002664921,"about_ca_system_score_gemma":0.00279725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01883213,"about_ca_topic_score_gemma":0.02494152,"domain_scores_codex":[0.9995383,0.00007529125,0.00002522297,0.00008255762,0.0002238894,0.00005469318],"domain_scores_gemma":[0.9983476,0.0002547447,0.00004912283,0.0001217363,0.0009800849,0.0002467154],"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":[0.00001037771,0.000009423496,0.0000604746,0.00004512381,6.154438e-7,0.00002494594,0.0001046817,0.00002604937,0.00006277057,0.005270225,0.9740882,0.02029716],"study_design_scores_gemma":[7.819783e-7,0.000004026864,0.000142851,0.00005150862,2.723017e-7,0.00001934381,0.00006001511,0.000007244885,0.00001676096,0.0005203456,0.9991753,0.000001489137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009505721,0.01129604,0.001849807,0.01997002,0.1125565,0.0002735988,0.003458492,0.0005786584,0.8490663],"genre_scores_gemma":[0.003312293,0.005341483,0.0005944194,0.003163063,0.009060119,0.00009135529,0.002248264,0.0002458378,0.9759433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7181522,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859624430492719,"score_gpt":0.207455841753715,"score_spread":0.1688595974487878,"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."}}