{"id":"W2093720131","doi":"10.1016/j.marpolbul.2012.08.016","title":"Field studies using fish biomarkers – How many fish are enough?","year":2012,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Gonadosomatic Index; Fish <Actinopterygii>; Biology; Toxicology; Sorbitol dehydrogenase; Zoology; Fishery; Sorbitol; Food science; Environmental health; Medicine; Population; Fecundity","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":[0.02560232,0.001156313,0.003086847,0.001323435,0.00157199,0.002098794,0.001510829,0.003424312,0.002980854],"category_scores_gemma":[0.0278564,0.0008523461,0.0008419128,0.001455729,0.002905952,0.007096838,0.001369865,0.001212945,0.00156843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007927592,"about_ca_system_score_gemma":0.001055374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002155003,"about_ca_topic_score_gemma":0.007486584,"domain_scores_codex":[0.9879465,0.004389409,0.001840321,0.002061046,0.003297411,0.0004653961],"domain_scores_gemma":[0.9754027,0.007598178,0.004099873,0.003609767,0.007737244,0.001552274],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001265742,0.0008021872,0.5741649,0.002960315,0.0009747021,0.0005693604,0.001905217,0.0007738292,0.05030158,0.00132976,0.01424647,0.3507061],"study_design_scores_gemma":[0.0003855204,0.009391896,0.7012913,0.006221215,0.002272917,0.005381718,0.02033202,0.003612431,0.03158385,0.02759719,0.1914914,0.0004383931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7552115,0.07448412,0.06963758,0.0661561,0.00494546,0.002792545,0.002950655,0.0008372963,0.02298479],"genre_scores_gemma":[0.7869217,0.03713869,0.1329449,0.02368417,0.003144077,0.002785972,0.001678411,0.0002019264,0.01150002],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9743977,"threshold_uncertainty_score":0.1353996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02670657383621928,"score_gpt":0.253034226120505,"score_spread":0.2263276522842857,"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."}}