{"id":"W4312647119","doi":"10.1130/abs/2022am-381760","title":"FIRES AND FLOODS: A YEAR OF CLIMATE CHANGE DRIVEN DISASTERS IN BRITISH COLUMBIA, CANADA","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Debris; Flooding (psychology); Landslide; Environmental science; Debris flow; Flood myth; Human settlement; Hydrology (agriculture); Climate change; Geography; Physical geography; Geology; Meteorology; Archaeology; Oceanography","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":[0.0003471416,0.0003577912,0.0003707682,0.001692593,0.008451383,0.002894161,0.001014679,0.00109858,0.004591856],"category_scores_gemma":[0.001218475,0.0004594392,0.0002427401,0.004564105,0.001196967,0.0007361749,0.002145434,0.002442039,0.0005148427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0333011,"about_ca_system_score_gemma":0.04115571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957792,"about_ca_topic_score_gemma":0.99879,"domain_scores_codex":[0.9994419,0.00002323868,0.00003364963,0.00005216704,0.000186739,0.0002623102],"domain_scores_gemma":[0.9983113,0.00006225895,0.0001609304,0.00003568578,0.0006322808,0.0007976216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003090602,0.0002368603,0.7650441,0.000380987,0.0001493519,0.003452052,0.01743267,0.000688686,0.0008866941,0.000608602,0.1379934,0.0728176],"study_design_scores_gemma":[0.00001067749,0.00001814256,0.9511783,0.0001905084,0.00001808055,0.0003131298,0.02420153,0.0002247692,0.00004509273,0.00007182705,0.02368472,0.00004310994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249739,0.008500155,0.0002119569,0.01368456,0.00060284,0.0001817105,0.02355917,0.0001344666,0.02815124],"genre_scores_gemma":[0.9735271,0.006374938,0.0002348863,0.002493534,0.000126072,0.00006652174,0.006454503,0.00004700899,0.01067538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0333011,"threshold_uncertainty_score":0.2416175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008015779980962676,"score_gpt":0.1936842881204801,"score_spread":0.1856685081395174,"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."}}