{"id":"W2808440327","doi":"10.1007/978-1-4842-3627-7_20","title":"Risk Management Frameworks","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Mandate; Process management; Compliance (psychology); Set (abstract data type); Risk analysis (engineering); Business; Control (management); Risk management; Knowledge management; Computer science; Finance; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001749377,0.0002791642,0.0002121091,0.0001361324,0.0001718363,0.0002507782,0.001318575,0.0005363651,0.0003389472],"category_scores_gemma":[0.000003330955,0.0002678193,0.0001409958,0.000009615538,0.00009492001,0.0001531704,0.000778553,0.0007599517,0.001830704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003479501,"about_ca_system_score_gemma":0.00002114819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006718317,"about_ca_topic_score_gemma":0.000005658693,"domain_scores_codex":[0.9986421,0.00001560019,0.0003145476,0.0003664442,0.0004086957,0.0002526491],"domain_scores_gemma":[0.9982595,0.00002877136,0.0002806617,0.001230624,0.00009900319,0.000101379],"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":[0.000002007542,0.000002664787,2.485686e-7,0.00002163278,0.00005885287,0.00001030738,0.0009063812,6.594059e-7,4.531703e-8,0.8980832,0.01684859,0.08406541],"study_design_scores_gemma":[0.0001078002,0.00001937233,0.000004642991,0.00008069423,0.00002258248,0.000003707797,0.000003869414,0.0005549771,0.00002757954,0.2612791,0.7376379,0.0002576718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002955503,0.00007159686,0.1381944,0.00002580914,0.0007466825,0.0002307843,0.000010119,0.000243633,0.860474],"genre_scores_gemma":[0.0008797763,0.00007791939,0.01998708,0.001731148,0.0002840296,0.00002428732,0.000009816045,0.00002921187,0.9769768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7207894,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116537151755076,"score_gpt":0.2181840751426934,"score_spread":0.2070187036251426,"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."}}