{"id":"W6983513420","doi":"","title":"Montreal Indicator R&amp;D: Indicator 4.1F Testing and refinement of AUSRIVAS for detection, assessment and interpretation of changes in stream biodiversity associated with forestry operations.","year":2002,"lang":"en","type":"report","venue":"UTAS Research Repository","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clearing; Biodiversity; STREAMS; Sampling (signal processing); Range (aeronautics); Indicator species; Environmental monitoring; Biological integrity; Benthic zone","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02185741,0.001882615,0.0009622369,0.007278596,0.001749269,0.002829822,0.004699478,0.0008234284,0.01348627],"category_scores_gemma":[0.04177885,0.0009643716,0.001234432,0.005920188,0.001037241,0.001808416,0.002536308,0.001186115,0.006336489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009706862,"about_ca_system_score_gemma":0.02434733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5737967,"about_ca_topic_score_gemma":0.5841214,"domain_scores_codex":[0.9842119,0.00303072,0.0008911642,0.00138343,0.009393967,0.001088793],"domain_scores_gemma":[0.9452772,0.002659153,0.004106276,0.004698165,0.04111799,0.002141235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005170494,0.0004295006,0.17761,0.0006683954,0.0002619326,0.0002032328,0.0006969952,0.009191398,0.01337512,0.01380816,0.2944089,0.4888293],"study_design_scores_gemma":[0.0001356725,0.0006839949,0.3785298,0.0003921461,0.0001377277,0.0002523087,0.0002519002,0.03545111,0.02706423,0.001627494,0.555211,0.0002626446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1190533,0.001729939,0.3416829,0.002511346,0.0009244081,0.02457627,0.1787996,0.03203601,0.2986862],"genre_scores_gemma":[0.2176333,0.0007974675,0.530041,0.001123972,0.0001312451,0.01289553,0.1343531,0.005509841,0.09751443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5737967,"threshold_uncertainty_score":0.8574265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112426096431158,"score_gpt":0.3229576916611956,"score_spread":0.2117150820180798,"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."}}