{"id":"W2137792873","doi":"10.7202/705367ar","title":"Utilisation d'un réseau de neurones pour appliquer le modèle de Muskingum aux réseaux d'assainissement","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Physics; Humanities; Philosophy","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":[0.0002787803,0.0007407877,0.0004813888,0.0002695786,0.0003758187,0.0007501945,0.000817734,0.0009171386,0.002605013],"category_scores_gemma":[0.0007800244,0.0003843023,0.0008853252,0.0003814012,0.0004584988,0.0008859754,0.0005106411,0.0006758941,0.0005381792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009125,"about_ca_system_score_gemma":0.0009087667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01689005,"about_ca_topic_score_gemma":0.01472981,"domain_scores_codex":[0.9998404,0.00002237644,0.00001056601,0.00004847395,0.0000580641,0.0000200974],"domain_scores_gemma":[0.9997697,0.00007974044,0.00002486602,0.00003288412,0.00008196069,0.00001067868],"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":[0.000111378,0.000034706,0.002086629,0.0002417645,0.00004672474,0.0001901542,0.0002363438,0.8716456,0.08790293,0.003821241,0.0003288371,0.03335377],"study_design_scores_gemma":[0.00001328574,0.0001140527,0.001605727,0.00003422892,0.00003518294,0.00005437467,0.0000753627,0.942673,0.04920918,0.001132752,0.005022257,0.0000304973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3981369,0.000827969,0.5858878,0.0002943968,0.0001529325,0.00009707556,0.0003910944,0.001363122,0.01284868],"genre_scores_gemma":[0.9272893,0.0004839292,0.06201059,0.00003642721,0.0000073844,0.0001248902,0.0001684663,0.000134685,0.009744259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01689005,"threshold_uncertainty_score":0.03358346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1313285248230447,"score_gpt":0.3496291873611473,"score_spread":0.2183006625381027,"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."}}