{"id":"W179810549","doi":"10.2139/ssrn.1559237","title":"Complexity and Vulnerability: Bridging the Ingenuity Gap","year":2002,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for International Governance Innovation; Asia Pacific Foundation of Canada","funders":"","keywords":"Ingenuity; Bridging (networking); Vulnerability (computing); Computer science; Computer security; 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":[0.004980145,0.0008635935,0.001608178,0.004076639,0.002437384,0.009305972,0.001321957,0.003221463,0.008721421],"category_scores_gemma":[0.02376078,0.0004793073,0.0006211604,0.002878382,0.0184041,0.02114289,0.01011997,0.002939538,0.0004486807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061954,"about_ca_system_score_gemma":0.002502577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001974266,"about_ca_topic_score_gemma":0.001754245,"domain_scores_codex":[0.9968789,0.001458193,0.0001121073,0.0004332218,0.0007252675,0.0003923815],"domain_scores_gemma":[0.9767119,0.01818318,0.001844253,0.001454801,0.0009084973,0.0008973364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007709451,0.00003255412,0.00299515,0.0001977374,0.00004972751,0.0001741442,0.00253613,0.005598874,0.0002446267,0.9566154,0.0009137214,0.03056487],"study_design_scores_gemma":[0.000005501269,0.00001339628,0.0007603632,0.00005864988,0.00001004845,0.00006058271,0.0008767251,0.001884206,0.0000545602,0.9934651,0.002801209,0.000009601157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.347051,0.03402154,0.2571495,0.07308918,0.0006158957,0.00007636049,0.0002266446,0.00009227661,0.2876775],"genre_scores_gemma":[0.985789,0.004642115,0.006623264,0.0007654729,0.0002853843,0.00003658403,0.00002640009,0.0000191245,0.001812614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009305972,"threshold_uncertainty_score":0.02917606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.211408048163098,"score_gpt":0.3810462298169314,"score_spread":0.1696381816538334,"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."}}