{"id":"W4200523266","doi":"10.1108/978-1-83867-863-020211011","title":"Prelims","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001161363,0.0008098188,0.000661212,0.001690165,0.003088517,0.005199431,0.001600272,0.001869042,0.6706893],"category_scores_gemma":[0.003762129,0.0004627291,0.0007208789,0.001328073,0.000779804,0.003175471,0.003701148,0.002310279,0.5180907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002440521,"about_ca_system_score_gemma":0.002593439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005199012,"about_ca_topic_score_gemma":0.007726993,"domain_scores_codex":[0.9987285,0.0001734316,0.00008431818,0.0002618372,0.0005792863,0.0001726117],"domain_scores_gemma":[0.9983904,0.000171693,0.00006873783,0.0002685006,0.0007850499,0.0003155587],"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":[0.00008766224,0.0000615145,0.0004711463,0.0002792735,0.00000636221,0.0002377899,0.0003792951,0.00008171074,0.0005740635,0.05927671,0.8171816,0.1213629],"study_design_scores_gemma":[0.000003058221,0.000006732717,0.0001618497,0.00004294378,0.000001168336,0.00007476161,0.00008516445,0.00001917861,0.00009988984,0.001845901,0.9976562,0.000003165635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001114229,0.001340029,0.00205789,0.003700097,0.003262927,0.0001678923,0.002967944,0.001095748,0.9842932],"genre_scores_gemma":[0.004170096,0.0006073401,0.001012461,0.001331225,0.0003629171,0.00008299389,0.00174671,0.0005080255,0.9901782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3293107,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169089971826868,"score_gpt":0.2796033141865881,"score_spread":0.2579124144683194,"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."}}