{"id":"W7116893020","doi":"10.55164/ajstr.v29i1.260629","title":"Physicochemical and Microbiological Evaluation of Reverse Osmosis Drinking Water Quality in Babylon Province, Iraq","year":2025,"lang":"","type":"article","venue":"ASEAN Journal of Scientific and Technological Reports","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reverse osmosis; Water quality; Contamination; Hard water; Nitrate; Total dissolved solids; Alkalinity; Chloride","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005060044,0.0005010024,0.0005278123,0.001139956,0.0006011291,0.000727699,0.000326978,0.0003346175,0.0007375188],"category_scores_gemma":[0.0004193016,0.0002780731,0.0003924948,0.001696315,0.0005625632,0.0002462098,0.0003629362,0.0002160357,0.0002486458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006971802,"about_ca_system_score_gemma":0.0009857429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03807064,"about_ca_topic_score_gemma":0.04972348,"domain_scores_codex":[0.9994323,0.00005644654,0.0000491702,0.0000899286,0.0002966171,0.00007551335],"domain_scores_gemma":[0.9995029,0.0000318643,0.0001438603,0.00001035815,0.0002800003,0.00003108297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005496517,0.0002784597,0.6855378,0.0009668294,0.0001370787,0.001403433,0.003436262,0.001498165,0.2728699,0.0002209149,0.0009662861,0.0321352],"study_design_scores_gemma":[0.00001403721,0.0006469958,0.9658685,0.00006576387,0.00006907083,0.0006549228,0.003869967,0.00115436,0.02327511,0.00006190518,0.004274826,0.00004443475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975966,0.0002580798,0.0004556698,0.00004080274,0.000007894048,0.0000487386,0.0005566553,0.00000881649,0.0010269],"genre_scores_gemma":[0.99594,0.0004305097,0.001366225,0.00004663701,0.000008012685,0.00004268778,0.0006300136,0.000006522634,0.001529499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03807064,"threshold_uncertainty_score":0.07569808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983797866147497,"score_gpt":0.2955838237385606,"score_spread":0.2657458450770856,"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."}}