{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002791504,0.0002543201,0.0003959867,0.0001533012,0.0001550331,0.000007558839,0.0005864111,0.0001455724,0.0005739417],"category_scores_gemma":[0.000006446182,0.0002709738,0.0001482576,0.00005085997,0.0006253627,0.00008384381,0.001595644,0.0002755749,0.0001375569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200947,"about_ca_system_score_gemma":0.00002631717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414178,"about_ca_topic_score_gemma":0.01768611,"domain_scores_codex":[0.9989011,0.00004726193,0.0001569534,0.0004241673,0.0002305799,0.000239906],"domain_scores_gemma":[0.9993151,0.00004843605,0.0002273566,0.0003163521,0.00001148341,0.00008126724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006546643,0.00003493083,0.001787909,0.00008252156,0.0002628542,0.0001533841,0.0007693801,0.00006855871,8.132905e-7,0.0004871153,0.9937384,0.002548635],"study_design_scores_gemma":[0.0002307597,0.0001015285,0.003921277,0.0000157079,0.0001977814,4.413566e-7,0.00002056607,0.00003302677,0.00001542322,0.00001309376,0.9951987,0.0002516741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003394239,0.000001438234,0.00007349247,0.0001268535,0.00010303,0.0003006301,0.0002365447,0.00007325497,0.9987453],"genre_scores_gemma":[0.000995032,0.001359374,0.0003479409,0.0006907673,0.00005032616,0.000001762648,0.00008953203,0.00002512274,0.9964401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01627193,"threshold_uncertainty_score":0.9999743,"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."}}