{"id":"W2205319649","doi":"10.1562/2005-06-10-rn-570","title":"The lodide/lodate Actinometer in UV Disinfection: Determination of the Fluence Rate Distribution in UV Reactors","year":2005,"lang":"en","type":"article","venue":"Photochemistry and Photobiology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"","keywords":"Actinometer; Transmittance; Absorbance; SPHERES; Quartz; Analytical Chemistry (journal); Chemistry; RADIUS; Optics; Triiodide; Wavelength; Fluence; Yield (engineering); Materials science; Chromatography; Composite material; Physics; Electrolyte; Ion","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":[0.0003827622,0.00009639162,0.0001255164,0.00001621091,0.00009208969,0.00001929707,0.0001448376,0.00008359022,0.000148858],"category_scores_gemma":[0.00009334229,0.00005799363,0.00003357587,0.0001761152,0.0001184317,0.00009256716,0.00002611893,0.0001615856,0.000004086015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001012943,"about_ca_system_score_gemma":0.00002534598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002218991,"about_ca_topic_score_gemma":0.01070142,"domain_scores_codex":[0.9992208,0.0001113862,0.0002572903,0.0001798886,0.0000492137,0.0001814563],"domain_scores_gemma":[0.9994366,0.0002297294,0.0001253089,0.0001598623,0.00001877493,0.00002974559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001472837,0.00002847236,0.9258898,0.00004981266,0.00000557838,0.00000245846,0.0001507475,0.00005564926,0.03219416,0.00001328927,0.00003544355,0.04142728],"study_design_scores_gemma":[0.0004417463,0.0000673492,0.8317826,0.000048401,0.000007501556,0.00005672506,0.0001542462,0.004697837,0.1512822,0.000395019,0.01089458,0.000171765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977778,0.0001275549,0.000007760907,0.0001313072,0.0001083353,0.0002038216,0.00008080143,0.000005246961,0.001557355],"genre_scores_gemma":[0.9995547,0.0001137666,0.000004117413,0.00003424664,0.00004123123,0.00001134705,0.0001034191,0.000001269706,0.0001358792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190881,"threshold_uncertainty_score":0.5971645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006580466494138164,"score_gpt":0.2020487522306725,"score_spread":0.1954682857365343,"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."}}