{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002099856,0.0007140885,0.0005361887,0.00009573396,0.0002986123,0.0001206974,0.0002820804,0.0004944307,0.00006801568],"category_scores_gemma":[0.000178545,0.0005646457,0.0002228252,0.0001688141,0.0001273743,0.00000399595,0.00007704894,0.0002909146,0.00001393497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001287442,"about_ca_system_score_gemma":0.0003909134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002148175,"about_ca_topic_score_gemma":0.001589291,"domain_scores_codex":[0.9970638,0.0002560474,0.0005330853,0.0008814397,0.0003154525,0.0009502004],"domain_scores_gemma":[0.9982364,0.0002441028,0.000313266,0.000824341,0.0001446705,0.000237176],"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":[0.00336099,0.001152068,0.0001271275,0.0003533587,0.0005655047,0.000007990628,0.004880222,0.00226078,0.5086944,0.001302395,0.001343496,0.4759517],"study_design_scores_gemma":[0.002996166,0.09002735,0.003996836,0.0005501738,0.001306005,0.00005625662,0.002937175,0.003465067,0.5365056,0.0001270135,0.3560186,0.002013732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750818,0.02074121,0.00007100754,0.0008683127,0.0002171399,0.001757562,0.00001428938,0.00001077538,0.001237902],"genre_scores_gemma":[0.8935454,0.03318116,0.0006509083,0.0002053329,0.0003141644,0.0002214458,0.0002949014,0.00009852108,0.07148815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.473938,"threshold_uncertainty_score":0.9996805,"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."}}