{"id":"W2783690933","doi":"","title":"Effet de la coagulation avant chloration sur la qualité des eaux","year":2014,"lang":"fr","type":"book","venue":"Presses Académiques Francophones eBooks","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Humanities; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001427077,0.0008709598,0.0007273071,0.0001487057,0.0006115263,0.0003890196,0.0003990254,0.00129749,0.001830849],"category_scores_gemma":[0.0001678474,0.0008352439,0.0003172549,0.00006973013,0.001534073,0.0006435214,0.000252291,0.0007232852,0.001667635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007940914,"about_ca_system_score_gemma":0.0001541561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004516569,"about_ca_topic_score_gemma":0.001115979,"domain_scores_codex":[0.994988,0.002079589,0.0007634885,0.0009092122,0.0005599567,0.0006997645],"domain_scores_gemma":[0.9969882,0.001565017,0.0005491258,0.0005537833,0.00006022402,0.0002835968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001295555,0.001428577,0.1993866,0.004845406,0.0008273657,0.0001986666,0.02080805,0.010341,0.1909311,0.01238171,0.02926248,0.5282935],"study_design_scores_gemma":[0.002708187,0.0007437492,0.2632812,0.001849912,0.0006442071,0.0001694113,0.00008317165,0.003102285,0.1411407,0.08287393,0.5012755,0.002127647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4721058,0.001236773,0.02722839,0.00007513456,0.001759715,0.001471172,0.0001011974,0.0004848389,0.495537],"genre_scores_gemma":[0.8277832,0.0007113785,0.001627832,0.0001279157,0.0009140233,0.0002658872,0.0004046432,0.0001537955,0.1680113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5261658,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296631453542377,"score_gpt":0.2502294191860865,"score_spread":0.2372631046506627,"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."}}