{"id":"W4406883284","doi":"10.1007/978-3-031-81068-8_8","title":"Risk Management and Contingency Planning","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Contingency; Contingency plan; Computer science; Risk analysis (engineering); Business; Philosophy; Epistemology; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018777,0.0002951128,0.0006219991,0.00076905,0.0002556171,0.000555306,0.0006187154,0.0001735565,0.002715736],"category_scores_gemma":[0.0003660993,0.0002058631,0.0001890262,0.00009592849,0.00005378273,0.00008178209,0.0008897552,0.0002525338,0.0004952492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002288218,"about_ca_system_score_gemma":0.00002131028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000199792,"about_ca_topic_score_gemma":0.0000216288,"domain_scores_codex":[0.9963776,0.00004253946,0.001078763,0.0008949627,0.001404752,0.0002014132],"domain_scores_gemma":[0.9966525,0.001580589,0.0005708304,0.0008930689,0.0002057656,0.00009726966],"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":[0.000006728492,0.000001607038,0.0004985952,0.000007814815,0.00004122033,0.000039387,0.00004130259,0.000005685436,6.91391e-8,0.6352862,0.1988372,0.1652342],"study_design_scores_gemma":[0.0001104871,0.000009853066,0.0005089932,0.0001730744,0.00002491381,0.000004093292,0.00008290538,0.0003325916,1.011759e-7,0.4052555,0.5933517,0.0001458017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001871096,0.007429603,0.02941856,0.00002942526,0.0007032905,0.000292935,0.00002233668,0.00006202384,0.9620231],"genre_scores_gemma":[0.003232065,0.00009101663,0.00429502,0.0001461434,0.0001096159,0.000004268638,0.000001018062,0.00001544947,0.9921054],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3945145,"threshold_uncertainty_score":0.9981959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350580264301396,"score_gpt":0.3851406800678537,"score_spread":0.2500826536377142,"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."}}