{"id":"W2048165658","doi":"10.1002/hyp.8021","title":"Study of stream temperature dynamics and corresponding heat fluxes within Miramichi River catchments (New Brunswick, Canada)","year":2011,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Fisheries and Oceans Canada; Dalhousie University","funders":"","keywords":"Hydrology (agriculture); Environmental science; Hydrometeorology; River ecosystem; Microclimate; Surface water; Streamflow; STREAMS; Groundwater; Habitat; Geology; Ecology; Drainage basin; Precipitation; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001060392,0.000167941,0.000228786,0.00002526029,0.0002028866,0.000008074796,0.0002101454,0.00007888379,0.0002965854],"category_scores_gemma":[0.000108438,0.0001244023,0.0000115325,0.0002028601,0.0002877777,0.0001246345,0.0003486522,0.0001384665,0.000006437978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006126001,"about_ca_system_score_gemma":0.00007950495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1594135,"about_ca_topic_score_gemma":0.9249738,"domain_scores_codex":[0.9989703,0.00004471323,0.0002010703,0.0003539581,0.0002024186,0.000227588],"domain_scores_gemma":[0.9996462,0.00006479127,0.00007473945,0.0001266322,0.00001091223,0.00007665423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009496252,0.0003945322,0.9943156,0.00002938282,0.00004963871,0.0000438088,0.002481373,0.000237438,0.00002686735,0.00009594757,0.002177412,0.00005303262],"study_design_scores_gemma":[0.0004925952,0.0008145151,0.9952055,0.000009367076,0.00005939015,0.000005557472,0.002143087,0.0001973845,0.000261427,0.0005721953,0.00006200479,0.0001769771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943426,0.00005151489,0.000008153229,0.0001352164,0.0000800237,0.0003101085,0.000003337683,0.00002906314,0.005039944],"genre_scores_gemma":[0.9979413,0.00003129945,0.0001482181,0.0004578779,0.000008240279,0.000008157381,0.00000388981,0.000006307625,0.001394738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7655604,"threshold_uncertainty_score":0.846184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444643209741745,"score_gpt":0.2096983877076659,"score_spread":0.1952519556102485,"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."}}