{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001888267,0.0001247629,0.0003721148,0.00003581321,0.0004805338,0.0001259499,0.0007716484,0.0005615785,0.002419674],"category_scores_gemma":[0.00001097755,0.0003375914,0.0002453159,0.00000656577,0.0009765876,0.00008833607,0.0002466745,0.0003242807,0.00002283875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007958045,"about_ca_system_score_gemma":0.0002961728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7155923,"about_ca_topic_score_gemma":0.779305,"domain_scores_codex":[0.9985829,0.00006440446,0.0001625722,0.0004166078,0.0004613081,0.0003122107],"domain_scores_gemma":[0.9989107,0.00003506807,0.0002534426,0.0003169313,0.0002796245,0.0002042324],"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":[0.00006883933,0.0001410024,0.0002169435,0.000392902,0.0007419404,0.0009371831,0.06624566,4.79262e-7,0.000007852984,0.2238175,0.5067981,0.2006317],"study_design_scores_gemma":[0.0002915324,0.00003969771,0.0002426846,0.0002035278,0.0001310802,0.000004834594,0.0008020679,3.506944e-7,7.009995e-7,0.008360294,0.9895918,0.0003314095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000518578,0.0005712684,0.00002050939,0.000008433259,0.0003564015,0.0004247669,0.0002821015,0.0001184324,0.9976995],"genre_scores_gemma":[0.01255906,0.001090508,0.00007678152,0.00002772682,0.0001659186,3.138836e-7,0.00001041121,0.00002604377,0.9860432],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4827937,"threshold_uncertainty_score":0.9999076,"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."}}