{"id":"W2101830241","doi":"10.1016/j.jhydrol.2014.09.034","title":"Streambed temperature dynamics and corresponding heat fluxes in small streams experiencing seasonal ice cover","year":2014,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton; University of New Brunswick; Institut National de la Recherche Scientifique; Fisheries and Oceans Canada","funders":"","keywords":"Advection; Heat flux; Thermal conduction; Environmental science; Flux (metallurgy); Atmospheric sciences; Hydrology (agriculture); Heat transfer; Geology; Chemistry; Materials science; Thermodynamics","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":[0.0001122664,0.0001301193,0.0002152493,0.0003089952,0.000310894,0.0005360114,0.0001549576,0.0002680199,0.001487371],"category_scores_gemma":[0.0004504158,0.0001546036,0.000174147,0.0004330356,0.0003544296,0.0003258267,0.0001897286,0.0002284727,0.0001793285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004294071,"about_ca_system_score_gemma":0.0002353678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254907,"about_ca_topic_score_gemma":0.01869339,"domain_scores_codex":[0.9999679,0.000006604427,0.000002776295,0.000008040136,0.000003824558,0.00001081264],"domain_scores_gemma":[0.9998073,0.00007112475,0.00003460992,0.00000796796,0.00002994531,0.00004919578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003202212,0.0003009652,0.9722382,0.00002919051,0.00009399021,0.0003439295,0.0006531152,0.002297861,0.01658849,0.0001432078,0.0002815932,0.003827221],"study_design_scores_gemma":[0.000009081877,0.00006715611,0.9973641,0.000001548185,0.00001147258,0.00004795446,0.0002476736,0.001701677,0.0004478306,0.0000332832,0.00006543873,0.000002861975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996811,0.00000916935,0.00002803675,0.000004923356,0.000001565489,0.0000018455,0.0001505965,0.000001434199,0.0001212831],"genre_scores_gemma":[0.9996424,0.00001524783,0.00002670635,0.000003062775,0.000002088211,0.00000345004,0.0001951077,0.000001612477,0.0001103232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01254907,"threshold_uncertainty_score":0.02495205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004758600761986785,"score_gpt":0.2057524762791056,"score_spread":0.2009938755171188,"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."}}