{"id":"W4282044997","doi":"10.1016/j.envres.2022.113602","title":"Photocatalytic disinfection for point-of-use water treatment using Ti3+ self-doping TiO2 nanoparticle decorated ceramic disk filter","year":2022,"lang":"en","type":"article","venue":"Environmental Research","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); University of Calgary; University of Regina","funders":"Ministry of Water Resources; Chinese Academy of Sciences; Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Water disinfection; Photocatalysis; Water treatment; Adsorption; Turbidity; Humic acid; Portable water purification; Filter (signal processing); Chemistry; Nanoparticle; Environmental science; Environmental chemistry; Materials science; Pulp and paper industry; Nanotechnology; Environmental engineering; Catalysis; Organic chemistry; Computer science","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":[0.0001161231,0.0002365671,0.0002603986,0.0001620518,0.0002541118,0.0003219754,0.0004169508,0.0003558244,0.0008180158],"category_scores_gemma":[0.00009345492,0.0001344871,0.0004029872,0.0001258359,0.0001250885,0.0002288311,0.0001549401,0.0002247727,0.0002596056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003536189,"about_ca_system_score_gemma":0.0002783604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003108587,"about_ca_topic_score_gemma":0.005067383,"domain_scores_codex":[0.9998811,0.000006026644,0.000007053182,0.00002794058,0.00004569601,0.0000321343],"domain_scores_gemma":[0.99994,0.000007078754,0.00001012803,0.000005324909,0.00003046819,0.000006935486],"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":[0.00005296003,0.00001263667,0.0001561192,0.00003302849,0.0000039145,0.00002996557,0.0000103241,0.00008509711,0.9980736,0.00002450582,0.0000690399,0.001448862],"study_design_scores_gemma":[0.00000169025,0.00006463168,0.0006418774,6.924147e-7,0.000006294262,0.00003298332,0.00001340662,0.0006877885,0.9981478,0.000003737573,0.0003964793,0.000002662453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961069,0.0004215869,0.00226204,0.00004149065,0.00003542091,0.000008897841,0.00008769635,0.0001013053,0.0009346738],"genre_scores_gemma":[0.9956072,0.0002441037,0.001565545,0.00001807696,0.00000456578,0.000005488318,0.00008399152,0.00001194539,0.002459168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003108587,"threshold_uncertainty_score":0.006181002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07004343052011372,"score_gpt":0.3459972153885064,"score_spread":0.2759537848683926,"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."}}