{"id":"W2141310038","doi":"10.7202/705232ar","title":"Développement d'un modèle décrivant les variations de CODB et de biomasse bactérienne dans les réseaux de distribution","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Physics; Chemistry; 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":[0.0004844571,0.001013308,0.001018575,0.0004839974,0.0005310595,0.001348403,0.001087397,0.001851505,0.00324703],"category_scores_gemma":[0.001238021,0.0007050571,0.001979834,0.0007072937,0.0004567713,0.0007988079,0.0004885242,0.001029847,0.0006616262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141105,"about_ca_system_score_gemma":0.002479324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06343272,"about_ca_topic_score_gemma":0.03274582,"domain_scores_codex":[0.9997959,0.00004126219,0.00001049697,0.00005535985,0.00006140998,0.00003570563],"domain_scores_gemma":[0.9994295,0.0002740862,0.00004576297,0.00005152978,0.0001756896,0.00002338775],"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":[0.00004976259,0.00005304394,0.001534462,0.0001013448,0.00003641747,0.00005960416,0.00004259652,0.9853728,0.006505575,0.001061105,0.0002412404,0.004942005],"study_design_scores_gemma":[0.00002549496,0.00004461461,0.0008677694,0.00001444397,0.0000297758,0.00001653348,0.00002126978,0.9924028,0.004139981,0.0004764493,0.001941083,0.00001982993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5061374,0.001347248,0.4661646,0.0006900869,0.0003597994,0.0003831555,0.003735425,0.002069601,0.01911264],"genre_scores_gemma":[0.8933567,0.001302008,0.0878306,0.0001298915,0.00003390541,0.0009698593,0.002413335,0.0003150802,0.01364873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06343272,"threshold_uncertainty_score":0.126127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07385518253858525,"score_gpt":0.309029924154274,"score_spread":0.2351747416156888,"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."}}