{"id":"W2014211408","doi":"10.1080/01919512.2012.694322","title":"Ultraviolet Lamp Output Measurement: A Concise Derivation of the Keitz Equation","year":2012,"lang":"en","type":"article","venue":"Ozone Science and Engineering","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"","keywords":"Confusion; Irradiance; Ultraviolet; Flux (metallurgy); Optics; Power (physics); Physics; Basis (linear algebra); Mathematics; Materials science; Thermodynamics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004798261,0.00004232533,0.0000419104,0.00002639406,0.0001288099,0.00002420316,0.0001223663,0.000007071409,0.000008705562],"category_scores_gemma":[0.00002635354,0.00003139005,0.0000144105,0.000404685,0.00008047722,0.0002979351,0.00003020822,0.00003447309,0.000002633905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721418,"about_ca_system_score_gemma":0.00004096551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002017522,"about_ca_topic_score_gemma":5.003199e-7,"domain_scores_codex":[0.9994243,0.000002721026,0.00007912844,0.00007768209,0.0002692938,0.0001468215],"domain_scores_gemma":[0.9997184,0.00001031003,0.00003420456,0.000110377,0.0000825155,0.00004422717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000001414098,0.00007719999,0.08257426,0.00001528678,0.000006582116,1.078047e-8,0.002118125,0.004051594,0.8053181,0.06978963,0.00009621038,0.03595158],"study_design_scores_gemma":[0.0004416975,0.00003319898,0.6540791,0.0001223192,0.0000326627,0.000001057973,0.001473627,0.07574032,0.2586089,0.0008857484,0.008211222,0.0003701122],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660266,0.00003340668,0.03226954,0.0001648893,0.00008927217,0.0001526438,0.000001969863,0.00001009211,0.001251558],"genre_scores_gemma":[0.9996513,8.921162e-7,0.0002427201,0.00001277428,0.00005173243,0.00002411252,4.518219e-7,0.000001921952,0.00001417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5715048,"threshold_uncertainty_score":0.1280049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651134969823234,"score_gpt":0.2200199511759888,"score_spread":0.1935086014777564,"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."}}