{"id":"W4389001293","doi":"10.1016/j.jmst.2023.09.055","title":"TiO2 photocatalytic ceramic membranes for water and wastewater treatment: Technical readiness and pathway ahead","year":2023,"lang":"en","type":"article","venue":"Journal of Material Science and Technology","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"National Research Foundation Singapore","keywords":"Membrane; Photocatalysis; Ceramic; Wastewater; Photodegradation; Materials science; Biofouling; Ceramic membrane; Filtration (mathematics); Water treatment; Chemical engineering; Waste management; Nanotechnology; Chemistry; Composite material; Engineering; Catalysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002770776,0.0005240139,0.0002859497,0.0003434332,0.0005759562,0.002353793,0.0007163993,0.001409537,0.004667255],"category_scores_gemma":[0.001109824,0.0002898727,0.0005830017,0.0004124127,0.000601856,0.003282493,0.000684292,0.00221585,0.001464669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007877748,"about_ca_system_score_gemma":0.004243608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00186171,"about_ca_topic_score_gemma":0.004751401,"domain_scores_codex":[0.9994536,0.00008476259,0.00003936548,0.0000615453,0.0001974006,0.0001633287],"domain_scores_gemma":[0.999281,0.0001493042,0.00009582526,0.00006072585,0.0003192463,0.00009397693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001142268,0.001163196,0.004884965,0.002273578,0.0001107134,0.000679239,0.0006435097,0.003387678,0.7319061,0.04659662,0.009108592,0.1981035],"study_design_scores_gemma":[0.00007847016,0.003592438,0.006956422,0.0004567651,0.0001178467,0.0008021814,0.002607507,0.008247428,0.8138306,0.01225965,0.1508969,0.0001537378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.774079,0.09301452,0.04652461,0.03036882,0.001599777,0.0003296548,0.001033035,0.0005000539,0.05255053],"genre_scores_gemma":[0.9162989,0.04559264,0.02193613,0.0009097712,0.0002339197,0.00007470514,0.0007011343,0.00007598636,0.01417677],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004667255,"threshold_uncertainty_score":0.0156135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416491975687471,"score_gpt":0.2739001400983687,"score_spread":0.2597352203414939,"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."}}