{"id":"W160799770","doi":"","title":"Évaluation du niveau d'intégrité biologique des rivières du Québec à partir de l'Approche par Conditions de Référence et du système GIBSI (Gestion Intégrée des Bassins versants à l'aide d'un Système Informatisé).","year":2010,"lang":"fr","type":"article","venue":"EspaceINRS (National Institute for Scientific Research (Canada))","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Forestry; Political science; Geography; Philosophy","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":[0.003080027,0.0007333478,0.0007460805,0.001308254,0.001504668,0.001894213,0.0009077101,0.0006315019,0.003223149],"category_scores_gemma":[0.003012412,0.0002803534,0.0007343898,0.001705122,0.0005952853,0.0006050614,0.0006663977,0.0004184124,0.0005609636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01008921,"about_ca_system_score_gemma":0.006543616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8132166,"about_ca_topic_score_gemma":0.9251048,"domain_scores_codex":[0.998148,0.0003088426,0.00006327102,0.0004484752,0.0008472556,0.00018428],"domain_scores_gemma":[0.9966929,0.0003692696,0.0002489085,0.0001834772,0.002296162,0.000209267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001923233,0.0004562986,0.5456143,0.001120384,0.0008916528,0.0003535895,0.002973646,0.03155127,0.2315496,0.001785832,0.003418444,0.1783618],"study_design_scores_gemma":[0.00004874537,0.00111497,0.9468519,0.00008028044,0.0002963307,0.00006700674,0.001109279,0.01057694,0.0228362,0.0001993324,0.01673838,0.0000805978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720892,0.001271428,0.01065368,0.0001282601,0.00003771106,0.0003688404,0.002127168,0.0003961641,0.01292755],"genre_scores_gemma":[0.96523,0.0005721195,0.01786875,0.000104229,0.000006909007,0.0002648135,0.002322382,0.00007763321,0.01355325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1867834,"threshold_uncertainty_score":0.3757668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919444188373105,"score_gpt":0.2896091282155524,"score_spread":0.2404146863318213,"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."}}