{"id":"W2108318390","doi":"10.1016/j.foreco.2005.04.015","title":"Does forest harvesting emulate fire disturbance? A comparison of effects on selected attributes in coniferous-dominated headwater systems","year":2005,"lang":"en","type":"article","venue":"Forest Ecology and Management","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental science; Disturbance (geology); Riparian zone; Ecosystem; Sedimentation; Forest ecology; Hydrology (agriculture); Emulation; Forest management; Ecology; Agroforestry; Sediment; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000367366,0.0002281591,0.0004622747,0.00007984861,0.0001171733,0.00002891661,0.0001812421,0.0001188166,0.00002551599],"category_scores_gemma":[0.00004599577,0.00015836,0.00003172694,0.0002483242,0.0001267124,0.0001495713,0.0001911365,0.0001474219,0.00009991649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221833,"about_ca_system_score_gemma":0.000003204106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007528538,"about_ca_topic_score_gemma":0.01610153,"domain_scores_codex":[0.9983208,0.000195163,0.0004432696,0.0004253341,0.000160602,0.0004548582],"domain_scores_gemma":[0.9991879,0.0003120138,0.000191091,0.0002261834,0.00001069437,0.0000721512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009784179,0.0002427125,0.9724035,0.0005695388,0.00005071416,0.00004245179,0.0002046624,0.02150981,0.0001493416,0.0003836119,0.001056532,0.003289236],"study_design_scores_gemma":[0.001276258,0.0004655191,0.9017438,0.0002367606,0.00003073758,0.000003540822,0.00003235509,0.09319101,0.0005347842,0.00004853337,0.002248558,0.0001881274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971921,0.00009621207,0.00006676832,0.0002908595,0.000337397,0.001476197,0.000005565649,0.00005601827,0.0004789186],"genre_scores_gemma":[0.9985592,0.00001817614,0.0001251363,0.00006580408,0.00003440398,0.0002375418,0.00002620414,0.00001830798,0.0009152166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0716812,"threshold_uncertainty_score":0.8985031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005481274008977078,"score_gpt":0.2169098533090758,"score_spread":0.2114285793000987,"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."}}