{"id":"W2339596034","doi":"10.1353/book.74111","title":"Freshwater Fishes of North America","year":2020,"lang":"en","type":"book","venue":"Johns Hopkins University Press eBooks","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Service (business); Fauna; Library science; Geography; Archaeology; Management; Ecology; Biology; Media studies; Sociology; Business; Computer science","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":[0.000126259,0.0006626901,0.0002513037,0.0009262996,0.001424261,0.001398207,0.0002689235,0.0003928961,0.03267698],"category_scores_gemma":[0.0001814513,0.0001339282,0.00009388143,0.00152087,0.0006966481,0.001320584,0.001059347,0.000600456,0.008879077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115316,"about_ca_system_score_gemma":0.001234534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02059044,"about_ca_topic_score_gemma":0.09635872,"domain_scores_codex":[0.9999216,0.000005848305,0.000004407188,0.00002089614,0.00003642875,0.00001082094],"domain_scores_gemma":[0.999947,0.000005611319,0.000003946769,0.000005084113,0.00002994858,0.000008495939],"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":[0.00001495154,0.00002493281,0.001328204,0.0003160347,0.00000467659,0.000094276,0.001778081,0.0001221658,0.0007433955,0.03643929,0.3840435,0.5750905],"study_design_scores_gemma":[5.700291e-7,0.000002977499,0.002220434,0.00005937119,8.696741e-7,0.00005206773,0.0001374451,0.00001020123,0.0000172887,0.001099858,0.9963973,0.000001515187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003668945,0.05407872,0.0007993678,0.002158025,0.002199218,0.00003842847,0.0007158807,0.0001838965,0.9361575],"genre_scores_gemma":[0.02044643,0.05383847,0.002906827,0.001575321,0.0007336937,0.0001053479,0.001110917,0.00010136,0.9191815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03267698,"threshold_uncertainty_score":0.1093153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111671510135233,"score_gpt":0.1678465913052141,"score_spread":0.1566794402916908,"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."}}