{"id":"W7061565564","doi":"","title":"Probabilistic streamflow forecasts in hydropower systems operation","year":2021,"lang":"fr","type":"other","venue":"Corpus Université Laval (Université Laval)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stream flow; Streamflow; Hydropower; Western europe","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008092583,0.0003359813,0.0003111888,0.0004602969,0.0002577291,0.0006509583,0.000432108,0.000383006,0.000692012],"category_scores_gemma":[0.003637087,0.0003034469,0.0003225767,0.0007360567,0.0002776402,0.000628182,0.0002175193,0.0004550978,0.0001310312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859238,"about_ca_system_score_gemma":0.00191526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2719522,"about_ca_topic_score_gemma":0.2788028,"domain_scores_codex":[0.9997525,0.00008189309,0.00001299656,0.00006124817,0.00006203851,0.00002926093],"domain_scores_gemma":[0.998868,0.000713959,0.0001291458,0.00005478513,0.0001894486,0.00004462299],"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":[0.00007987986,0.00001449455,0.01094466,0.00001812148,0.00002014468,0.00001718179,0.00002855659,0.9753144,0.0002361178,0.0003776431,0.0004152739,0.01253343],"study_design_scores_gemma":[0.000003900127,0.000009011704,0.007508331,0.000004345027,0.000004410573,0.000003136797,0.00001163987,0.991532,0.000193933,0.0004994163,0.0002242076,0.000005544859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9369128,0.0004850333,0.05703952,0.0002921834,0.00002929003,0.00004563753,0.003210308,0.0005342291,0.001451043],"genre_scores_gemma":[0.9910596,0.0002101465,0.006788394,0.00001249534,0.000008021401,0.0000194225,0.001254828,0.00001577539,0.0006313772],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2719522,"threshold_uncertainty_score":0.5407386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008639839110719062,"score_gpt":0.1995501333932312,"score_spread":0.1909102942825121,"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."}}