{"id":"W1869710926","doi":"10.1139/cjfr-2012-0449","title":"Mixed-severity fire regimes: How well are they represented by existing fire-regime classification systems?","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fire regime; Environmental science; Disturbance (geology); Silviculture; Elevation (ballistics); Physical geography; Environmental resource management; Geography; Ecology; Agroforestry; Ecosystem; Geology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01428285,0.0008377526,0.001061071,0.003812648,0.001103996,0.00559373,0.001383709,0.0007646129,0.0009906042],"category_scores_gemma":[0.04920424,0.0005008503,0.0004594233,0.004100505,0.001212925,0.003893918,0.001205809,0.0008969808,0.0005289486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002963049,"about_ca_system_score_gemma":0.002273687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2743295,"about_ca_topic_score_gemma":0.4817218,"domain_scores_codex":[0.9940619,0.002447382,0.0004850095,0.001220562,0.001099336,0.0006857888],"domain_scores_gemma":[0.9725958,0.01014239,0.005436228,0.003741,0.006869507,0.001215092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001789186,0.00004393652,0.9341268,0.0000951541,0.0002921141,0.00004213998,0.001964781,0.002475115,0.0004448227,0.0004806631,0.00105937,0.05879616],"study_design_scores_gemma":[0.00001964015,0.00005638173,0.9663885,0.000284442,0.00009362055,0.00008831298,0.004015536,0.02381115,0.0003389542,0.002246661,0.00260653,0.00005031989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719144,0.002018485,0.01336711,0.0007389059,0.00004848718,0.0001596777,0.002009108,0.0001256812,0.009618254],"genre_scores_gemma":[0.9917635,0.0004300146,0.006386157,0.00008837496,0.00001645841,0.00004113036,0.0009716005,0.00002786424,0.0002750039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743295,"threshold_uncertainty_score":0.5454655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520406026410296,"score_gpt":0.275816908533683,"score_spread":0.2237763058926533,"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."}}