{"id":"W4408567695","doi":"10.1016/j.jhydrol.2025.133083","title":"Winter water quality modelling under ice-affected conditions in rivers and lakes: A comprehensive review","year":2025,"lang":"en","type":"review","venue":"Journal of Hydrology","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Alberta","keywords":"Environmental science; Water quality; Hydrology (agriculture); Physical geography; Geology; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002041399,0.001151207,0.002004933,0.003320761,0.0003364041,0.00218241,0.001315603,0.00118847,0.002304259],"category_scores_gemma":[0.003697881,0.0004806336,0.002635668,0.005432461,0.0004470883,0.002517434,0.0009592418,0.0008567391,0.0006052136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076552,"about_ca_system_score_gemma":0.004190989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173516,"about_ca_topic_score_gemma":0.009149007,"domain_scores_codex":[0.9991465,0.000199236,0.000211492,0.0001549332,0.0002437962,0.00004401326],"domain_scores_gemma":[0.9972741,0.001689697,0.0003845704,0.00006368094,0.0005338193,0.00005417897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001063653,0.00009393739,0.003663667,0.1728426,0.0008126867,0.0002580746,0.0004185576,0.01279656,0.001094623,0.007100097,0.02681117,0.7740017],"study_design_scores_gemma":[0.00002623082,0.0002405563,0.007227625,0.08310792,0.002650497,0.0007936241,0.0007606463,0.005773704,0.001825416,0.005203381,0.8922059,0.000184395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000973989,0.9948802,0.001758695,0.000440377,0.0002016724,0.00002962365,0.00032042,0.00003916017,0.001355911],"genre_scores_gemma":[0.005864512,0.9923012,0.001072085,0.0001386957,0.0001049949,0.00002288622,0.0002713399,0.00001577739,0.0002085232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01173516,"threshold_uncertainty_score":0.02333373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04405886118665562,"score_gpt":0.3192175107106032,"score_spread":0.2751586495239476,"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."}}