{"id":"W3182497020","doi":"","title":"Risk analysis procedure for post-wildfire natural hazards in British Columbia","year":2010,"lang":"en","type":"article","venue":"EGU General Assembly Conference Abstracts","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Natural hazard; Geography; Archaeology; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008238424,0.0002649412,0.0005087684,0.00008879064,0.0002635118,0.0007821275,0.0006243875,0.0003002689,0.0007291685],"category_scores_gemma":[0.0005757653,0.0003667064,0.0002492941,0.0007096251,0.0001234507,0.0006273665,0.0001315566,0.0007022952,0.0001942557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486942,"about_ca_system_score_gemma":0.000126447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1921789,"about_ca_topic_score_gemma":0.9147149,"domain_scores_codex":[0.997139,0.00008912615,0.0005901484,0.0008837745,0.0005176583,0.000780286],"domain_scores_gemma":[0.9986946,0.0001499127,0.0003466526,0.0004859178,0.00006565005,0.0002572473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002459682,0.0002513888,0.8119997,0.00003586092,0.0001501193,0.00006244137,0.0002190247,0.001294766,0.1216127,0.000007055153,0.004897897,0.05944436],"study_design_scores_gemma":[0.0005626769,0.000101945,0.9600306,0.00002305555,0.0001167804,0.00002810435,0.00004682529,0.03577791,0.001337865,0.0001211259,0.00137414,0.0004789876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967143,0.00002568163,0.00003054958,0.0002476107,0.000710977,0.0009540318,0.0001281579,0.0001010945,0.001087586],"genre_scores_gemma":[0.9951225,0.000008908707,0.001900788,0.0002117703,0.0001960505,0.0001969887,0.0001406699,0.00003759835,0.002184745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.722536,"threshold_uncertainty_score":0.9998785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004248188423132374,"score_gpt":0.2160555199303537,"score_spread":0.2118073315072213,"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."}}