{"id":"W4311193840","doi":"10.1139/cjfr-2022-0225","title":"Modelling decisions concerning the dispatch of airtankers for initial attack on forest fires in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Canadian Forest Service; Natural Resources Canada; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Environmental science; Operations research; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00155334,0.0008119723,0.0006639317,0.001093348,0.001280823,0.001734596,0.002000862,0.001072453,0.003866683],"category_scores_gemma":[0.00407821,0.0006599812,0.0009782768,0.001156321,0.001028579,0.0006058851,0.0007249526,0.0009773569,0.0003032659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03377254,"about_ca_system_score_gemma":0.02160513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855025,"about_ca_topic_score_gemma":0.9860591,"domain_scores_codex":[0.9993325,0.0001158954,0.00003162463,0.0001537668,0.00008178512,0.0002843872],"domain_scores_gemma":[0.997852,0.00100743,0.0003369139,0.00006102236,0.0004587444,0.0002839334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003466676,0.0001445524,0.169321,0.00008727644,0.0001717005,0.0003343287,0.0004471518,0.8148983,0.0007066329,0.004000179,0.002401011,0.007141236],"study_design_scores_gemma":[0.00006647451,0.00007207892,0.07229447,0.00003847246,0.00007571398,0.00003533247,0.0006522271,0.9234533,0.0001987678,0.001079285,0.001981228,0.0000526512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875962,0.0003745002,0.003209776,0.0007035896,0.00002221187,0.0001398702,0.003925098,0.00004523804,0.003983591],"genre_scores_gemma":[0.9918249,0.0002591511,0.001559832,0.00004364888,0.000008796131,0.00004697611,0.001990223,0.00001029141,0.004256345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03377254,"threshold_uncertainty_score":0.2450381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020709057837923,"score_gpt":0.3143977383301977,"score_spread":0.2123268325464054,"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."}}