{"id":"W4409335080","doi":"10.3390/w17081135","title":"Sensitivity Analysis of Dissolved Oxygen in Cold Region Rivers Through Numerical Modelling","year":2025,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Sensitivity (control systems); Oxygen; Oceanography; Geology; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001473433,0.0005224962,0.0004601473,0.0006292726,0.0004387696,0.0007656041,0.0004932403,0.0006734164,0.000471775],"category_scores_gemma":[0.004008808,0.0003192425,0.0009690339,0.0004525544,0.0005057327,0.0004708924,0.0007512752,0.0006648933,0.00003401142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565566,"about_ca_system_score_gemma":0.000631177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05744566,"about_ca_topic_score_gemma":0.01988531,"domain_scores_codex":[0.999506,0.0002224641,0.00003254527,0.00008251055,0.000081179,0.00007531021],"domain_scores_gemma":[0.9969875,0.002432428,0.0002115745,0.0001436936,0.0001715001,0.00005329536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005023862,0.00003030098,0.006069275,0.00001408714,0.00004600817,0.00003452116,0.00002165844,0.9906607,0.00172078,0.0003146689,0.0000359031,0.001001932],"study_design_scores_gemma":[0.000008315385,0.00004952836,0.003763341,0.000003805517,0.00001830523,0.00000792781,0.00003161968,0.9945701,0.001111351,0.0003150471,0.0001076638,0.0000129748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860219,0.00007377542,0.01207746,0.00009997285,0.000009045169,0.00004968162,0.0002220933,0.00005775725,0.001388254],"genre_scores_gemma":[0.997563,0.00003047319,0.002124148,0.00001339472,0.000001829775,0.00001810529,0.00009352664,0.000005940673,0.0001495473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05744566,"threshold_uncertainty_score":0.1142225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436861373961645,"score_gpt":0.2274551344776513,"score_spread":0.2130865207380348,"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."}}