{"id":"W4415448730","doi":"10.1017/9781009675901","title":"Killing Machines","year":2025,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Princeton University","keywords":"Democracy; Value (mathematics); Law of war; Law enforcement; Service (business)","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":[],"consensus_categories":[],"category_scores_codex":[0.0005371133,0.0008452261,0.0002750839,0.001024765,0.00223846,0.00520963,0.0008505698,0.001898965,0.130203],"category_scores_gemma":[0.001825396,0.0004050622,0.0004850377,0.0008434757,0.002162121,0.008400917,0.002100008,0.002137961,0.06350087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533682,"about_ca_system_score_gemma":0.001065632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174133,"about_ca_topic_score_gemma":0.002901496,"domain_scores_codex":[0.9994585,0.0001128417,0.00001955381,0.0001104907,0.0002125371,0.00008606351],"domain_scores_gemma":[0.9995012,0.0001694129,0.00003089926,0.0001396326,0.00009966522,0.00005919645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002923407,0.00001788021,0.00009507132,0.0001211312,0.000004583158,0.00007300836,0.0007923018,0.0003421861,0.0005394192,0.5147609,0.3639617,0.1192626],"study_design_scores_gemma":[0.000001870414,0.000006751657,0.00003506663,0.00003553457,0.000001077273,0.00006388011,0.00008497944,0.0001577424,0.0002181467,0.02237774,0.977014,0.000003260174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001195542,0.004452762,0.0111472,0.006864521,0.002506857,0.00005555216,0.0002210432,0.001061184,0.9724953],"genre_scores_gemma":[0.01667042,0.00315041,0.003290002,0.001583311,0.0003916339,0.00005109143,0.000261097,0.0003707634,0.9742313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.130203,"threshold_uncertainty_score":0.4355726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029560217897005,"score_gpt":0.1976941253529888,"score_spread":0.1873985231740188,"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."}}