{"id":"W2086506297","doi":"10.1080/09593330802421482","title":"Removal of humic substances from aqueous solutions by the coagulation process","year":2009,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Coagulation; Chemistry; Aqueous solution; Reagent; Humic acid; Chloride; Aluminium; Aluminium chloride; Water treatment; Chromatography; Nuclear chemistry; Inorganic chemistry; Environmental engineering; Organic 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":[],"consensus_categories":[],"category_scores_codex":[0.00005485726,0.0001028555,0.0001273244,0.00002684826,0.0002245911,0.000004458696,0.0002025134,0.0000826509,0.000871568],"category_scores_gemma":[0.000006126137,0.00007289581,0.00002871076,0.00009320647,0.0005392515,0.00007266583,0.00001364576,0.0001024057,0.000126348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210552,"about_ca_system_score_gemma":0.000002768429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001804274,"about_ca_topic_score_gemma":0.00009495244,"domain_scores_codex":[0.9992731,0.00001864628,0.0001694295,0.0001820699,0.0001650654,0.0001917354],"domain_scores_gemma":[0.9996943,0.00003519803,0.00009200185,0.0001566296,7.940749e-7,0.00002101897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004401496,0.0001470399,0.40628,0.000002853234,0.00005586811,0.00001972907,0.0005806416,0.0009075472,0.01412745,0.0002141368,0.0007471667,0.5768735],"study_design_scores_gemma":[0.0005614031,0.0004958705,0.9216654,0.00001595237,0.00006467577,0.0001144807,0.005906871,0.00326711,0.01572262,0.04294801,0.008865153,0.0003724746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876316,0.008902613,0.0003310993,0.001152968,0.00004105604,0.0001299959,0.0001100178,0.00003690063,0.001663741],"genre_scores_gemma":[0.9988937,0.0004221537,0.0003329322,0.000099556,0.00001633363,0.000001497998,0.0001084172,0.000002001434,0.0001233879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5765011,"threshold_uncertainty_score":0.9543059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008193398371313216,"score_gpt":0.1847113827705695,"score_spread":0.1765179843992563,"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."}}