{"id":"W4416230190","doi":"10.3390/w17223246","title":"A Complete Mobile Treatment Chain to Produce Drinking Water from Sources Heavily Contaminated by Inorganic and Organic Compounds","year":2025,"lang":"en","type":"article","venue":"Water","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Ministère de la Défense Nationale","keywords":"Water treatment; Contamination; Reverse osmosis; Water quality; Produced water; Powdered activated carbon treatment; Water pollution; Contaminated water; Raw water","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002900248,0.0005306501,0.0003374027,0.0003481114,0.0003340591,0.0005424675,0.0003735771,0.0005402402,0.001698922],"category_scores_gemma":[0.000227477,0.000195422,0.0003864652,0.0002618711,0.0002880594,0.000520465,0.0006566322,0.0004466565,0.0008134123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003251952,"about_ca_system_score_gemma":0.0006802204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005986647,"about_ca_topic_score_gemma":0.00115177,"domain_scores_codex":[0.9997494,0.00002616467,0.00001566144,0.0000737868,0.00009433264,0.00004067237],"domain_scores_gemma":[0.9998686,0.0000173605,0.00004188953,0.00001489202,0.00004142686,0.00001573814],"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":[0.00003663234,0.00004638272,0.0003391952,0.000107647,0.000005328579,0.00003416106,0.00002075715,0.0003429169,0.9911187,0.0001953985,0.0000703601,0.007682549],"study_design_scores_gemma":[0.00001282314,0.0006939177,0.001483272,0.00002399186,0.0000256006,0.0001359045,0.0000460868,0.002395015,0.9866851,0.0001614096,0.008324639,0.00001220274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8323959,0.0008143787,0.1612958,0.0001964844,0.00006524246,0.0006345745,0.0005452241,0.0005708015,0.003481689],"genre_scores_gemma":[0.8795282,0.001061016,0.1110235,0.0001635205,0.00003311982,0.0004495535,0.0007706081,0.00009485329,0.00687546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001698922,"threshold_uncertainty_score":0.005683422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005244964238662489,"score_gpt":0.1947532022181652,"score_spread":0.1895082379795027,"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."}}