{"id":"W3197546080","doi":"10.47886/9781934874561.ch4","title":"Advances in Understanding Landscape Influences on Freshwater Habitats and Biological Assemblages","year":2019,"lang":"en","type":"book-chapter","venue":"American Fisheries Society eBooks","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tributary; Oncorhynchus; San Joaquin; Habitat; Population; Environmental science; Geography; Chinook wind; Drainage basin; Fishery; Ecology; Hydrology (agriculture); Fish <Actinopterygii>; Biology; Geology","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":[0.000149572,0.0003540516,0.0004882516,0.00003138459,0.0002041894,0.00003676581,0.0001963288,0.0001821279,0.0006422958],"category_scores_gemma":[0.00001166611,0.0002858211,0.0001150377,0.00002684027,0.002410434,0.0001340053,0.0004263866,0.000339827,0.00008887488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172039,"about_ca_system_score_gemma":0.000009106886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006220822,"about_ca_topic_score_gemma":0.004504141,"domain_scores_codex":[0.9985896,0.00002931139,0.0002316262,0.0005994078,0.0001972403,0.0003528276],"domain_scores_gemma":[0.9993189,0.0002286175,0.0002016613,0.0001985431,0.000004039367,0.00004825525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001149586,0.00003572207,0.8431234,0.00009171986,0.0002134959,0.00003770338,0.00312727,0.00003924183,0.00002654947,0.01573834,0.1271732,0.01027835],"study_design_scores_gemma":[0.0006729799,0.0015029,0.1710544,0.0001795804,0.00007099605,0.000004316841,0.006127814,0.00004415845,0.000008698547,0.04487591,0.774116,0.001342178],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02480457,0.0001231548,0.00002330729,0.0008531853,0.0001151213,0.0003370333,0.00001632616,0.00006739825,0.9736599],"genre_scores_gemma":[0.7293557,0.01010756,0.0007835014,0.01454024,0.0001094624,0.00009799683,0.00004246844,0.0001025053,0.2448605],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7287993,"threshold_uncertainty_score":0.9999594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491405291961156,"score_gpt":0.2301147260661312,"score_spread":0.2052006731465197,"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."}}