{"id":"W2502733091","doi":"10.2166/wqrj.2002.021","title":"L'enlèvement biologique du phosphore dans les technologies à biofilm : une synthèse de la problématique","year":2002,"lang":"fr","type":"article","venue":"Water Quality Research Journal","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Physics; Molecular biology; Humanities; Political science; Chemistry; Philosophy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01669236,0.0002864128,0.000314613,0.000176322,0.001090915,0.0004993347,0.0008242751,0.0006227206,0.004151213],"category_scores_gemma":[0.001015263,0.0001834018,0.0002016506,0.0004891632,0.002825439,0.0003658404,0.0006308316,0.00207853,0.0006232136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00209576,"about_ca_system_score_gemma":0.00006246757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004443958,"about_ca_topic_score_gemma":0.0006101552,"domain_scores_codex":[0.9914106,0.005039664,0.0006941349,0.000463898,0.001042067,0.001349668],"domain_scores_gemma":[0.9983951,0.0006901016,0.000155227,0.0003899436,0.00008904594,0.0002805222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008768973,0.001327831,0.1094511,0.0002877944,0.0001216955,0.0004595634,0.0166342,0.000200738,0.6652117,0.002160383,0.01516756,0.1888897],"study_design_scores_gemma":[0.001373846,0.001203951,0.08091626,0.0005633123,0.00004046783,0.0008708198,0.01127192,0.003597057,0.787698,0.0124446,0.09929528,0.0007244595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9287049,0.002353005,0.001943233,0.0636166,0.0002402552,0.0006378625,0.00004786348,0.0000974758,0.002358872],"genre_scores_gemma":[0.9835849,0.01244582,0.001597688,0.00006413573,0.0002552581,0.00005164065,0.00001010226,0.00002395307,0.001966456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1881653,"threshold_uncertainty_score":0.9998883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06267427782240254,"score_gpt":0.3464427166729726,"score_spread":0.28376843885057,"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."}}