{"id":"W1561382516","doi":"10.7202/705214ar","title":"Modélisation stochastique de la température de l'eau en rivière","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Fisheries and Oceans Canada","funders":"","keywords":"Humanities; Physics; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002374543,0.0002093266,0.0001910748,0.00008065459,0.001083653,0.0001325064,0.0005795757,0.0002938975,0.0009689037],"category_scores_gemma":[0.0003632217,0.0002144078,0.00007771927,0.0005013249,0.003760278,0.0007181376,0.000299173,0.0003505599,0.0004262997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121931,"about_ca_system_score_gemma":0.0001001783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255851,"about_ca_topic_score_gemma":0.01736511,"domain_scores_codex":[0.997816,0.0004854954,0.000211485,0.0004694053,0.0002020083,0.0008156223],"domain_scores_gemma":[0.9991682,0.0003593883,0.0001152427,0.0001897008,0.0000111611,0.0001562938],"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":[0.00001561744,0.000262463,0.1952998,0.0001756555,0.00004411344,0.00006244196,0.01473449,0.7014136,0.002308924,0.03307383,0.04423555,0.008373507],"study_design_scores_gemma":[0.0003444446,0.0003097109,0.4165711,0.0002201,0.00009989476,0.0002508897,0.001649626,0.4885069,0.0004904451,0.03183843,0.05922391,0.0004945901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5898003,0.004621964,0.1849179,0.048554,0.0007564736,0.0007398063,0.00002990799,0.0001641646,0.1704155],"genre_scores_gemma":[0.9272574,0.001550277,0.05348592,0.002115042,0.0004094996,0.00005120677,0.000002218762,0.00001350966,0.01511494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3374571,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430010558159944,"score_gpt":0.2869384164710408,"score_spread":0.2626383108894414,"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."}}