{"id":"W4417113943","doi":"10.48550/arxiv.2510.08594","title":"Natural Disaster In Canada (2024)","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural disaster; Natural (archaeology); Distribution (mathematics); Event (particle physics); Emergency management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004714873,0.0003622827,0.000235635,0.001664198,0.001998382,0.002158509,0.0007198045,0.0004468722,0.008002097],"category_scores_gemma":[0.00172739,0.000147664,0.0005934414,0.002943906,0.000362903,0.0004599534,0.001182889,0.0007391048,0.001254252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03182704,"about_ca_system_score_gemma":0.04798672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935158,"about_ca_topic_score_gemma":0.9958943,"domain_scores_codex":[0.9994308,0.00001698973,0.0000122058,0.00004359889,0.0002678858,0.0002286056],"domain_scores_gemma":[0.9987736,0.00002287173,0.00007391111,0.00003361914,0.0008524256,0.0002435428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000244902,0.00006827359,0.2735308,0.0002579331,0.0001995242,0.0003974909,0.0007739042,0.01267882,0.00055716,0.01130668,0.62506,0.07492448],"study_design_scores_gemma":[0.0000552916,0.00005100555,0.6293987,0.0002349914,0.0000867949,0.000251979,0.003524389,0.01269905,0.0007163251,0.00344737,0.3494371,0.0000969926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.3261003,0.00253219,0.002606638,0.01202763,0.0008028813,0.0001921976,0.5820044,0.0009120111,0.07282183],"genre_scores_gemma":[0.7422139,0.002267658,0.003554218,0.002471381,0.0001145543,0.0001438547,0.2117505,0.0001608163,0.03732304],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03182704,"threshold_uncertainty_score":0.2309225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363526461226769,"score_gpt":0.2886407885899675,"score_spread":0.2650055239776998,"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."}}