{"id":"W2505485020","doi":"10.2139/ssrn.2103726","title":"The Battlefields of the 21st Century &amp; the Need for a 'New Paradigm'","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Paradigm shift; Epistemology; 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":[0.009620895,0.0006683363,0.0008318516,0.00258823,0.0129782,0.02332012,0.001728034,0.0132082,0.02374067],"category_scores_gemma":[0.009675405,0.0004080567,0.0007584767,0.002363265,0.05424064,0.04170915,0.01115509,0.01514769,0.002409725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01116665,"about_ca_system_score_gemma":0.01931591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009477625,"about_ca_topic_score_gemma":0.01556633,"domain_scores_codex":[0.9939997,0.002692008,0.0001623458,0.0004822607,0.001687368,0.0009763014],"domain_scores_gemma":[0.9911551,0.003689229,0.0008297976,0.0006062516,0.001250429,0.002469154],"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":[0.00001209859,0.00002465486,0.0001670082,0.00007721414,0.000003203799,0.00005459967,0.003735308,0.0000827369,0.0001142146,0.9421462,0.0448912,0.008691488],"study_design_scores_gemma":[0.00001212106,0.00001779925,0.0004996723,0.0001984754,0.000002518193,0.0001106631,0.01136195,0.0002048005,0.00006062736,0.5567036,0.4308055,0.00002218908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007628442,0.02612514,0.0035804,0.7424714,0.007265038,0.00003009767,0.00009068502,0.00006214019,0.2127467],"genre_scores_gemma":[0.6609946,0.0352564,0.009892153,0.2155761,0.01522164,0.0002500319,0.0001852799,0.0001871406,0.06243663],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02374067,"threshold_uncertainty_score":0.08102006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01723296449886284,"score_gpt":0.2840927042580354,"score_spread":0.2668597397591725,"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."}}