{"id":"W2127218941","doi":"10.7202/705157ar","title":"Enlèvement de la matière organique dans les filtres CAB","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Chemistry; Molecular 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":["insufficient_payload"],"category_scores_codex":[0.001194666,0.0001941491,0.0001524473,0.000049544,0.0006141109,0.0002129311,0.0005959063,0.00018681,0.009581392],"category_scores_gemma":[0.0001373345,0.0001815584,0.00007473632,0.0005004777,0.003114935,0.0003527726,0.0001606278,0.0001801233,0.001274574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327571,"about_ca_system_score_gemma":0.0001382839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005834678,"about_ca_topic_score_gemma":0.01248247,"domain_scores_codex":[0.9980826,0.000320799,0.0002813851,0.0003974067,0.000274902,0.0006429171],"domain_scores_gemma":[0.9993166,0.0001281944,0.0001221439,0.0001838654,0.00001266269,0.0002365735],"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":[0.000005408576,0.0002238231,0.107687,0.00009046187,0.000009895799,0.00003752774,0.01365892,0.006150268,0.8085512,0.001664615,0.009543575,0.05237728],"study_design_scores_gemma":[0.0005107457,0.0003614613,0.1900881,0.0004584368,0.00006373483,0.0007097879,0.002791532,0.04625412,0.4154393,0.001972182,0.3404334,0.0009172527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414059,0.001394795,0.00433218,0.005608337,0.000268637,0.0002206273,0.00008258929,0.00005276112,0.04663417],"genre_scores_gemma":[0.9329935,0.001777836,0.05393523,0.0007054163,0.0002865556,0.000004026281,0.000003930848,0.00001280248,0.0102807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3931119,"threshold_uncertainty_score":0.999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666880348923142,"score_gpt":0.2856889095487812,"score_spread":0.2490201060595498,"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."}}