{"id":"W4213388633","doi":"10.2139/ssrn.4004663","title":"Uv-Led Silicon Carbide Composite Photocatalytic Membrane Reactor for Degradation of Organic Contaminants","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Gas Sensing Nanomaterials and Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Photocatalysis; Silicon carbide; Degradation (telecommunications); Materials science; Composite number; Contamination; Chemical engineering; Membrane; Waste management; Composite material; Chemistry; Catalysis; Organic chemistry; Engineering","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":[0.0001674757,0.0002798191,0.0003354257,0.0001752787,0.0002952908,0.0003186207,0.0004698593,0.0006584068,0.0009759673],"category_scores_gemma":[0.0001166277,0.0001893195,0.0003653256,0.0001595035,0.000112172,0.000292924,0.0002558871,0.0006007359,0.0005025855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004645521,"about_ca_system_score_gemma":0.0004672521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315626,"about_ca_topic_score_gemma":0.003686789,"domain_scores_codex":[0.9998516,0.00001429248,0.000007208437,0.00003565733,0.00005794482,0.00003338247],"domain_scores_gemma":[0.9999601,0.000008787809,0.000005912558,0.000003257358,0.00001382465,0.000008048934],"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":[0.00006117311,0.00002087301,0.00005223314,0.00005503199,0.000004980365,0.00002463794,0.000008743989,0.00007129612,0.9976628,0.00003989198,0.00009200352,0.001906396],"study_design_scores_gemma":[0.000004610781,0.00005839475,0.0003462317,0.000002202249,0.000006823696,0.00003034911,0.000009622826,0.00108476,0.9979517,0.000009247767,0.0004932006,0.000002909587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846274,0.003232022,0.008125043,0.000211859,0.0001039631,0.00003027356,0.0002134199,0.0002942328,0.003161726],"genre_scores_gemma":[0.9918908,0.0008515773,0.003938607,0.00005150952,0.00001175245,0.00001372309,0.0001121668,0.00001665948,0.003113218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001315626,"threshold_uncertainty_score":0.003370643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006773217647168284,"score_gpt":0.2015679258945436,"score_spread":0.1947947082473754,"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."}}