{"id":"W4392733973","doi":"10.1186/s42408-024-00249-z","title":"Fuel types misrepresent forest structure and composition in interior British Columbia: a way forward","year":2024,"lang":"en","type":"article","venue":"Fire Ecology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; University of British Columbia","funders":"Canadian Forest Service; Pacific Northwest Research Station; Natural Sciences and Engineering Research Council of Canada; U.S. Forest Service; Pacific Institute for Climate Solutions; U.S. Department of Agriculture","keywords":"Composition (language); Geography; Ecology; Environmental science; Agroforestry; Biology; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001126818,0.0000807124,0.0001760732,0.00002035645,0.00004971075,0.0001624899,0.0001078997,0.0001327706,0.002292554],"category_scores_gemma":[0.00002767177,0.0001096369,0.00002852664,0.0001287538,0.000107111,0.0001425946,0.0001700087,0.0001555755,0.0001845448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963972,"about_ca_system_score_gemma":0.000007568872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01776664,"about_ca_topic_score_gemma":0.5504058,"domain_scores_codex":[0.9990795,0.00007783754,0.0001711777,0.0003524043,0.00008444018,0.0002346071],"domain_scores_gemma":[0.999684,0.0001087655,0.00002705622,0.0001185219,0.000003143942,0.00005853998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001089056,0.00003145055,0.9528043,0.0001759347,0.00002053242,0.0004070147,0.0003265218,0.00006594689,0.002298425,0.000008623018,0.01641378,0.02743661],"study_design_scores_gemma":[0.0002288549,0.0001493084,0.9731911,0.0000782085,0.000009759391,0.0003102919,0.00001437523,0.01881968,0.00003676355,0.0007473584,0.006287698,0.0001266441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975733,0.0003147496,0.000006883784,0.0002766309,0.0006603674,0.0003631054,0.00003812229,0.00005698751,0.0007098278],"genre_scores_gemma":[0.9990395,0.00002195431,0.00009411059,0.0001060883,0.00005340945,0.00004415544,0.00002122697,0.0000161022,0.0006034484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5326392,"threshold_uncertainty_score":0.9986195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002831264254790499,"score_gpt":0.1948860565730231,"score_spread":0.1920547923182326,"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."}}