{"id":"W2045435175","doi":"10.1139/s04-025","title":"Determination of ultraviolet sensor location for sensor set-point monitoring using computational fluid dynamics","year":2005,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Water Works Association Research Foundation","keywords":"Fluence; Ultraviolet; Biological system; Materials science; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002069234,0.00007715193,0.0001083107,0.0001357849,0.00005003297,0.00002056573,0.00005146899,0.00003244573,0.00000158176],"category_scores_gemma":[0.00002748358,0.00007500444,0.00003561646,0.0001023623,0.00006581849,0.0002506264,0.000007989132,0.00007537927,2.869674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994781,"about_ca_system_score_gemma":0.000007824287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.636148e-7,"about_ca_topic_score_gemma":8.123259e-8,"domain_scores_codex":[0.9993685,0.000003243919,0.000251229,0.00007355087,0.0001897007,0.0001137672],"domain_scores_gemma":[0.9997619,0.00004073263,0.00006508595,0.00003947889,0.00002819164,0.00006456869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002935504,0.000007918589,0.0002294227,0.00002291913,0.000003463583,3.878149e-7,0.00004874783,0.6716765,0.3228571,0.00001114106,3.051063e-7,0.005139147],"study_design_scores_gemma":[0.0001610715,0.0000502701,0.008527168,0.0000522029,0.00001451229,0.00007679385,0.0001017294,0.9416272,0.04928923,0.00001312792,0.00001362969,0.00007308456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7172693,0.00007703722,0.2824771,0.00001136872,0.0001154948,0.00003256496,0.000006926031,0.000007107677,0.000003126374],"genre_scores_gemma":[0.9342934,0.0000332139,0.06556001,0.000001933846,0.00009713237,3.914676e-7,6.884932e-7,0.000008338196,0.000004837364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2735679,"threshold_uncertainty_score":0.3058592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007942864436933202,"score_gpt":0.2154678020412759,"score_spread":0.2075249376043427,"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."}}