{"id":"W2116909942","doi":"10.7202/705491ar","title":"Évaluation de l'impact de l'assainissement urbain sur la qualité des eaux du bassin versant de la rivière Chaudière à l'aide du système de modélisation intégrée GIBSI","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Humanities; Geography; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00973832,0.0003889745,0.0003869528,0.00009443625,0.001122686,0.0005326235,0.0006611848,0.0004095095,0.0006634176],"category_scores_gemma":[0.0009680451,0.0002335648,0.0003151465,0.0009074277,0.001697269,0.0007475351,0.00006806348,0.0003031584,0.00004707176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002603213,"about_ca_system_score_gemma":0.0007079025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01878197,"about_ca_topic_score_gemma":0.009274278,"domain_scores_codex":[0.9950134,0.001918964,0.000581262,0.0006096497,0.0006062499,0.001270541],"domain_scores_gemma":[0.9976335,0.001260687,0.0002601257,0.0001383907,0.0001369797,0.000570382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000798188,0.0005581647,0.7710249,0.0001654024,0.00004302248,0.00006666617,0.01278315,0.06709461,0.0698042,0.005184867,0.001356372,0.0718388],"study_design_scores_gemma":[0.0004097138,0.0004616531,0.6826467,0.00054783,0.00008899115,0.0002603403,0.001561823,0.3019042,0.002774445,0.006031125,0.002913587,0.0003995604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800892,0.002446935,0.007692585,0.0076192,0.0001937112,0.0003196948,0.00003814661,0.0001185365,0.001481946],"genre_scores_gemma":[0.9839849,0.001977843,0.01164968,0.0007194277,0.0008119364,0.0000498718,0.00003412072,0.00000831913,0.0007638455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2348096,"threshold_uncertainty_score":0.987752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025500369413623,"score_gpt":0.3156694402877925,"score_spread":0.2131194033464303,"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."}}