{"id":"W3198613554","doi":"","title":"Suitability of flow regimes in sustaining unionids and fishes in North America","year":2008,"lang":"en","type":"article","venue":"","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University","funders":"","keywords":"Fishery; Flow (mathematics); Geography; Business; Biology; Mechanics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002441969,0.00007542651,0.0002971057,0.0002177714,0.00003210438,0.000006430209,0.00008346231,0.00003447994,0.00004825757],"category_scores_gemma":[0.00009539906,0.00008558987,0.00002941471,0.0004478449,0.00008942472,0.0001584028,0.00005071534,0.00007663545,0.0000106885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004915909,"about_ca_system_score_gemma":0.00001342895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002915987,"about_ca_topic_score_gemma":0.002332452,"domain_scores_codex":[0.9991335,0.000009095002,0.0004272603,0.0002215026,0.00002026048,0.0001883407],"domain_scores_gemma":[0.9996634,0.00003507033,0.0001034031,0.0001645868,0.0000138012,0.00001976964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001315525,0.00005630958,0.9795833,0.00002156059,0.000002730442,0.000007668144,0.001381193,0.0003333878,1.266106e-7,0.01333823,0.00008653161,0.005175771],"study_design_scores_gemma":[0.0003336787,0.00004360741,0.9875935,0.000005307009,3.998919e-7,4.065722e-7,0.0004191308,0.001706967,0.000004747623,0.002985937,0.006805442,0.0001008261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730485,0.000546808,0.0003125456,0.0001999753,0.00004031401,0.0001249748,0.00001251436,0.000007972443,0.02570639],"genre_scores_gemma":[0.9972573,0.00139771,0.0008383822,0.00008180278,0.00001033955,0.000009673887,0.000004359049,0.00000546178,0.0003949735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02531142,"threshold_uncertainty_score":0.4408119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072568661360472,"score_gpt":0.1977142181176874,"score_spread":0.1769885315040826,"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."}}