{"id":"W4280566432","doi":"10.32388/ra6pd5","title":"Review of: \"[Commentary] Adversarial Leadership in the Data Era\"","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Adversarial system; Computer science; Data science; Political science; Epistemology; Artificial intelligence; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.02641153,0.00199485,0.004267073,0.006240265,0.01228371,0.01199939,0.01176943,0.07494255,0.02423006],"category_scores_gemma":[0.2281945,0.001890616,0.003143217,0.006073793,0.009767144,0.007685553,0.004592379,0.05183836,0.01508338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01765825,"about_ca_system_score_gemma":0.05761527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06130466,"about_ca_topic_score_gemma":0.1561722,"domain_scores_codex":[0.9732515,0.006420485,0.003133995,0.002545245,0.01250395,0.002145004],"domain_scores_gemma":[0.7660702,0.1313222,0.0108644,0.0045287,0.07495811,0.01225639],"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":[0.000005731338,0.000001708329,0.00001015126,0.0001281777,0.000005468641,0.00002676745,0.00002348215,0.000006158681,0.000007604935,0.0004454585,0.9984653,0.0008741264],"study_design_scores_gemma":[0.00006284765,0.00001025132,0.0003977988,0.00155599,0.00006576089,0.00008488984,0.0001608261,0.00007067632,0.00004880149,0.001621369,0.9958848,0.00003595278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00004118543,0.004073623,0.00009066799,0.8341042,0.1580736,0.00006967792,0.0002685353,0.00004901299,0.003229547],"genre_scores_gemma":[0.0005319096,0.002505648,0.0001246617,0.8961894,0.09406166,0.0001768179,0.00007400718,0.00004852407,0.006287341],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07494255,"threshold_uncertainty_score":0.1396792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4322462905060123,"score_gpt":0.4437513167939292,"score_spread":0.01150502628791689,"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."}}