{"id":"W4309462642","doi":"10.3390/coatings12111764","title":"TiO2 Photocatalytic Ultrafiltration Membrane Developed with Suspension Plasma Spray Process","year":2022,"lang":"en","type":"article","venue":"Coatings","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Concordia University","funders":"","keywords":"Materials science; Membrane; Suspension (topology); Titanium dioxide; Photocatalysis; Ultrafiltration (renal); Chemical engineering; Microstructure; Particle size; Porosity; Aqueous solution; Chromatography; Composite material; Chemistry; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002614405,0.0001434583,0.0001300932,0.00004992081,0.0004337664,0.00003568772,0.0003232908,0.00003819124,0.003608201],"category_scores_gemma":[0.0001115334,0.0001269724,0.00001844893,0.0005884277,0.0001417973,0.0002825787,0.000145087,0.0002072254,0.0003176574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536835,"about_ca_system_score_gemma":0.00004141972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005521943,"about_ca_topic_score_gemma":0.00009837399,"domain_scores_codex":[0.9986163,0.00003798474,0.0002149356,0.0003720262,0.0005330603,0.0002257133],"domain_scores_gemma":[0.9994696,0.00005607407,0.000161149,0.0002525819,0.00001569788,0.00004484387],"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":[0.0001398058,0.0001070179,0.008339546,0.00003626824,0.000008020838,0.00001781597,0.002361384,0.02086566,0.9617313,0.0001502818,0.004186377,0.002056502],"study_design_scores_gemma":[0.0005304544,0.0002376423,0.001338451,0.000009721061,0.00001207985,0.00008359785,0.001520333,0.002528528,0.9863034,0.0001344295,0.007021155,0.0002801813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824643,0.000003331813,0.0002023326,0.0003249145,0.00006683434,0.0005296373,0.000003389234,0.0002842988,0.016121],"genre_scores_gemma":[0.9951811,0.000001909167,0.001132289,0.0002091652,0.000008148396,0.0002003477,0.00004699299,0.00001947251,0.003200602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0245721,"threshold_uncertainty_score":0.9973027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568272918245648,"score_gpt":0.2388854770238306,"score_spread":0.2232027478413741,"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."}}