{"id":"W4413522923","doi":"10.64628/aam.yd5p745tm","title":"Anticipating Canada’s crisis response decisions can save critical time in future wildfire seasons","year":2023,"lang":"en","type":"article","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Crisis response; Geography; Environmental resource management; Environmental planning; Business; Political science; Economics; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001244488,0.00081449,0.000283777,0.0009821914,0.00574923,0.006154882,0.0009816516,0.001791298,0.01879913],"category_scores_gemma":[0.005984334,0.0002724976,0.0004803776,0.0007766559,0.0007346296,0.001734036,0.001438348,0.002743209,0.001612119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01727039,"about_ca_system_score_gemma":0.07357478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9083012,"about_ca_topic_score_gemma":0.9826062,"domain_scores_codex":[0.9989503,0.0001191547,0.00002758577,0.00008184635,0.0003194537,0.0005015471],"domain_scores_gemma":[0.9962133,0.0005445047,0.0003489326,0.0001018243,0.001646375,0.001145149],"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":[0.0004917734,0.0006020262,0.1254929,0.0002399908,0.0001971963,0.001027044,0.002304934,0.03861767,0.005011652,0.01342943,0.5937187,0.2188666],"study_design_scores_gemma":[0.0001659477,0.0002887876,0.2648825,0.00101454,0.0002785256,0.0001781146,0.04924414,0.07470074,0.005956538,0.03095627,0.5718569,0.0004769699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3932673,0.002813317,0.01973837,0.1283015,0.004799844,0.0005226153,0.007750476,0.003821552,0.4389849],"genre_scores_gemma":[0.9409658,0.001582955,0.01437324,0.005617863,0.0002173047,0.00007462408,0.002413541,0.0002108643,0.03454393],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.09169883,"threshold_uncertainty_score":0.1844777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007763449995881212,"score_gpt":0.2335842958040837,"score_spread":0.2258208458082025,"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."}}