{"id":"W4303021961","doi":"10.1108/dpm-06-2022-0135","title":"Potential non-disasters of 2021","year":2022,"lang":"en","type":"article","venue":"Disaster Prevention and Management An International Journal","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workers Compensation Board of Alberta","funders":"","keywords":"Hazard; Originality; Disaster risk reduction; Value (mathematics); Action (physics); Disaster research; Emergency management; Computer security; Forensic engineering; Risk analysis (engineering); Public relations; Political science; Psychology; Engineering; Computer science; Business; Environmental planning; Social psychology; Geography; Law; Economics; Management","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":[0.002729649,0.0005830131,0.0002733422,0.0007353636,0.002629283,0.003427106,0.0006658168,0.0009358195,0.01624957],"category_scores_gemma":[0.009154943,0.0001708335,0.0003483775,0.0007491304,0.001747501,0.003663707,0.002224191,0.001693466,0.001667579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741887,"about_ca_system_score_gemma":0.002069418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399349,"about_ca_topic_score_gemma":0.00310104,"domain_scores_codex":[0.99815,0.0009784884,0.0001795279,0.0001559642,0.0003955179,0.0001404783],"domain_scores_gemma":[0.9920622,0.004474908,0.0011615,0.0003649216,0.00135295,0.0005835484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006584384,0.0001627669,0.02509848,0.01054013,0.00006879772,0.002871139,0.1774624,0.001879506,0.003893687,0.2564984,0.2042142,0.3166521],"study_design_scores_gemma":[0.00000727225,0.0003088217,0.01919419,0.00312017,0.00001606386,0.001403979,0.1191792,0.0003229973,0.001844607,0.0256509,0.82889,0.00006178425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3381421,0.04089039,0.05257478,0.07763389,0.02672734,0.001769106,0.00792445,0.0006413903,0.4536967],"genre_scores_gemma":[0.8902063,0.02643653,0.01749464,0.005232114,0.004051013,0.0009666787,0.003430041,0.0002425623,0.05194016],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01624957,"threshold_uncertainty_score":0.05436021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082211318886017,"score_gpt":0.3122093505536402,"score_spread":0.3013872373647801,"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."}}