{"id":"W4386193222","doi":"10.1108/978-1-80455-482-120231008","title":"Prelims","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0008236961,0.001007673,0.0007141403,0.002258444,0.002819394,0.004492486,0.001441184,0.001581323,0.7259294],"category_scores_gemma":[0.002717724,0.0005612115,0.000763385,0.00112785,0.0007492055,0.002306971,0.002661346,0.002235314,0.6300183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089625,"about_ca_system_score_gemma":0.001891692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006396031,"about_ca_topic_score_gemma":0.0139273,"domain_scores_codex":[0.9992354,0.0001022266,0.0000341245,0.0001373231,0.0003958306,0.00009518079],"domain_scores_gemma":[0.9989027,0.0001529864,0.00003359054,0.0002003721,0.0005307943,0.0001794586],"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":[0.00005506688,0.00006014054,0.0001302041,0.0001174856,0.000003658164,0.00008068443,0.00009292213,0.00008297376,0.0004797324,0.03807396,0.8842171,0.07660607],"study_design_scores_gemma":[0.000005115526,0.00000828726,0.0001546504,0.0000345901,0.000001685638,0.00003532599,0.00004253203,0.00004828334,0.0002074504,0.005270701,0.9941874,0.0000040169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004005166,0.0003561783,0.001388113,0.00127995,0.001623809,0.0001240875,0.001896392,0.0007901512,0.9921409],"genre_scores_gemma":[0.001252167,0.0001355057,0.0003534963,0.0004679481,0.0002227733,0.00004480486,0.0007172542,0.0002569652,0.9965491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2740706,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718415443045336,"score_gpt":0.2961027664842216,"score_spread":0.2589186120537682,"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."}}