{"id":"W7132887452","doi":"","title":"The use of electronic ceramics and magnetic treatment to prevent fouling on UV lamp sleeves","year":2005,"lang":"","type":"dissertation","venue":"TSpace","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Fouling; Alkalinity; Transmittance; Ultraviolet; Ceramic; Quartz","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002520002,0.0003173781,0.0002356839,0.0003427718,0.0002091027,0.0003941604,0.0004801979,0.0004383088,0.001236118],"category_scores_gemma":[0.0006502814,0.0001309863,0.0004001115,0.0001712455,0.0003135327,0.0003875952,0.0002387274,0.0002933177,0.0003007895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156502,"about_ca_system_score_gemma":0.0002122859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002801955,"about_ca_topic_score_gemma":0.0007228161,"domain_scores_codex":[0.9996019,0.00002887046,0.00002589447,0.00007238526,0.0002189987,0.00005195281],"domain_scores_gemma":[0.9996394,0.00007110183,0.0001324755,0.00005262145,0.00008122887,0.00002307181],"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":[0.00008980069,0.00003896999,0.0004768721,0.0002149347,0.00001294628,0.00006941258,0.000024987,0.00009723614,0.9835129,0.0001656127,0.00007659101,0.01521967],"study_design_scores_gemma":[0.00002002936,0.0007154989,0.003937459,0.000009639399,0.00002737657,0.0004149877,0.00003530808,0.0002531452,0.9903578,0.00003173035,0.004187703,0.000009306375],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674064,0.004107326,0.02251874,0.0001887636,0.0001659941,0.0001459971,0.00008795843,0.0002410094,0.00513789],"genre_scores_gemma":[0.9687821,0.001186339,0.02529288,0.0001929499,0.0000446834,0.00004621322,0.0001373959,0.00002745123,0.004289862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236118,"threshold_uncertainty_score":0.004135191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110105805105112,"score_gpt":0.2903867466205194,"score_spread":0.2792856885694683,"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."}}