{"id":"W3034516748","doi":"10.7202/1069577ar","title":"Étude des biofilms bactériens isolés à partir du système de distribution d’eau potable dans la région sud-est de l’Algérie","year":2020,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Physics; Chemistry","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.000995209,0.0003479564,0.0002859474,0.00004296788,0.001419071,0.0004910682,0.0004770732,0.0002312377,0.0004515645],"category_scores_gemma":[0.0002526292,0.0003345671,0.0001789884,0.001159975,0.003632168,0.001191029,0.0001989117,0.0001911406,0.0005862541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002710165,"about_ca_system_score_gemma":0.0001999826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01809222,"about_ca_topic_score_gemma":0.005020056,"domain_scores_codex":[0.9968793,0.000402312,0.0003575466,0.0007150852,0.0003378305,0.001307933],"domain_scores_gemma":[0.9987663,0.0001430235,0.0001697928,0.0002271345,0.0000255921,0.0006681399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005129008,0.0004826657,0.8497422,0.0002709892,0.00003394394,0.0002324375,0.0175026,0.04171872,0.08156053,0.003783492,0.001171942,0.003449232],"study_design_scores_gemma":[0.0009161969,0.001643191,0.6110409,0.0005226691,0.0003699507,0.001416289,0.003045612,0.3047316,0.05362113,0.0143931,0.007265645,0.001033702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460565,0.0009215629,0.04341203,0.003495692,0.000235404,0.0002709256,0.0001063416,0.0001336586,0.005367878],"genre_scores_gemma":[0.9928691,0.0008485485,0.005292435,0.000161129,0.0002623301,0.0000333467,0.00005611845,0.00002282517,0.0004541596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2630129,"threshold_uncertainty_score":0.9999107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840841027283349,"score_gpt":0.2510915608470844,"score_spread":0.212683150574251,"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."}}