{"id":"W2959543599","doi":"10.1002/ieam.4183","title":"Evaluation of Lethal Fish Sampling and the Nonlethal Alternative Under the Canadian Metal and Diamond Mining Environmental Effects Monitoring Program","year":2019,"lang":"en","type":"review","venue":"Integrated Environmental Assessment and Management","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shared Health; University of Saskatchewan","funders":"","keywords":"Population; Fish <Actinopterygii>; Promulgation; Population dynamics of fisheries; Fishery; Environmental health; Toxicology; Environmental science; Biology; Medicine; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002100402,0.0008067933,0.001071922,0.0001249553,0.0006861921,0.0002369668,0.0004430049,0.0002588199,0.0002126129],"category_scores_gemma":[0.000008839558,0.0004972647,0.0002448996,0.0001419909,0.001678183,0.0003332817,0.00107059,0.0006393112,0.00002060287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002305677,"about_ca_system_score_gemma":0.00004757968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007383602,"about_ca_topic_score_gemma":0.0015091,"domain_scores_codex":[0.9952793,0.001007853,0.0006796453,0.0008776222,0.001535538,0.0006200746],"domain_scores_gemma":[0.9984048,0.0003753008,0.0005182119,0.0004420879,0.000003463366,0.0002561135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001348075,0.0002008342,0.004197613,0.0005164903,0.001207322,0.00001132128,0.000560601,0.00008230508,0.00002579886,0.0001174514,0.00002629448,0.9930405],"study_design_scores_gemma":[0.01564189,0.001758546,0.5693877,0.008193713,0.04403734,0.0002534282,0.02443872,0.007646883,0.0001533921,0.002101592,0.3211181,0.005268727],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3749595,0.6031127,0.0000607218,0.0002591358,0.0009336763,0.01384216,0.0003119147,0.00004985018,0.006470355],"genre_scores_gemma":[0.3366155,0.6612569,0.0006478257,0.00007136695,0.00006191754,0.0008726412,0.0001629849,0.00006853533,0.0002423381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9877717,"threshold_uncertainty_score":0.9997479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06177066927960347,"score_gpt":0.3678408724462595,"score_spread":0.3060702031666561,"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."}}