{"id":"W4412528677","doi":"10.1093/tafafs/vnaf027","title":"Assessing the potential for Smallmouth Bass population establishment in Grand Canyon","year":2025,"lang":"en","type":"article","venue":"Transactions of the American Fisheries Society","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; EcoMetrix","funders":"U.S. Geological Survey; Neurosciences Foundation; Colorado State University; Utah State University; Bureau of Reclamation; National Science Foundation","keywords":"Canyon; Bass (fish); Fishery; Environmental science; Geography; Biology; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.0004183317,0.0003036663,0.0001478715,0.0004407403,0.0007475317,0.0006036967,0.000464691,0.0003169073,0.001164028],"category_scores_gemma":[0.000883617,0.0002078873,0.000216276,0.0003581455,0.0002554539,0.0003227342,0.0006932803,0.0002553853,0.0001162869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663291,"about_ca_system_score_gemma":0.001539776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2413818,"about_ca_topic_score_gemma":0.6288431,"domain_scores_codex":[0.9997997,0.00003117076,0.000007644524,0.00006942046,0.00004377984,0.00004833967],"domain_scores_gemma":[0.9992741,0.0001040508,0.0001769715,0.00003120341,0.0001763141,0.0002373679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000325286,0.00002064318,0.9954864,0.000009535451,0.00001897778,0.00008818477,0.0002366688,0.001506875,0.0005438004,0.00007943023,0.0002322271,0.001744732],"study_design_scores_gemma":[0.00000386888,0.00008560999,0.9923333,0.00001507413,0.00001868562,0.00004582145,0.001381949,0.005463672,0.0001848285,0.00005491264,0.0004062718,0.000006149839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988995,0.00002591344,0.0001268491,0.00002010121,0.000001852226,0.000006956021,0.0001375362,0.000006971608,0.00077433],"genre_scores_gemma":[0.9991049,0.00002839086,0.0002396143,0.000008802613,0.000001144873,0.00001038472,0.0002569129,0.000001174458,0.0003486691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2413818,"threshold_uncertainty_score":0.4799536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00994097295285371,"score_gpt":0.2485200584730863,"score_spread":0.2385790855202325,"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."}}