{"id":"W2171950631","doi":"10.1080/10641262.2010.531793","title":"Advancing the Science and Practice of Fish Kill Investigations","year":2010,"lang":"en","type":"article","venue":"Reviews in Fisheries Science","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Fish <Actinopterygii>; Fish kill; Aquatic ecosystem; Biology; Ecology; Fishery; Algal bloom","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2452404,0.001572801,0.002448456,0.01349302,0.003376889,0.01116955,0.008652844,0.0116891,0.005925162],"category_scores_gemma":[0.4802677,0.001378301,0.001578325,0.007659192,0.01842313,0.01806749,0.01023779,0.01245762,0.004948859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007774435,"about_ca_system_score_gemma":0.02956449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009316202,"about_ca_topic_score_gemma":0.01165406,"domain_scores_codex":[0.7231878,0.1669319,0.03506146,0.0107842,0.06169502,0.002339554],"domain_scores_gemma":[0.314621,0.4192776,0.04521977,0.03772327,0.1718645,0.01129381],"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":[0.000157087,0.0001831319,0.01538528,0.01184133,0.000177107,0.001123268,0.01469839,0.00104212,0.001472411,0.0277388,0.177609,0.7485721],"study_design_scores_gemma":[0.00008349457,0.0002251335,0.01789442,0.0334007,0.0001602526,0.002046146,0.02114485,0.001654847,0.002140204,0.1129953,0.8079702,0.0002843816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00715006,0.1314334,0.1149103,0.6862115,0.02106133,0.001508222,0.0004593311,0.0006770901,0.03658872],"genre_scores_gemma":[0.1238915,0.3184205,0.4024808,0.1134318,0.02548359,0.002990551,0.0006224033,0.0005465269,0.01213243],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2452404,"threshold_uncertainty_score":0.9307529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606692957530644,"score_gpt":0.2826344529684273,"score_spread":0.2565675233931209,"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."}}