{"id":"W2027774042","doi":"10.1007/s10098-013-0677-4","title":"Modeling exposure period for solar disinfection (SODIS) under varying turbidity and cloud cover conditions","year":2013,"lang":"en","type":"article","venue":"Clean Technologies and Environmental Policy","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"University of British Columbia","keywords":"Turbidity; Cloud cover; Environmental science; Sunlight; Sunshine duration; Overcast; Atmospheric sciences; Hydrology (agriculture); Meteorology; Environmental engineering; Cloud computing; Precipitation; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00003935771,0.0001838322,0.0001348507,0.00004961366,0.0004227579,0.000073389,0.0000978173,0.0001584472,0.0001547665],"category_scores_gemma":[0.00001066029,0.0001475171,0.00004747884,0.0000558043,0.0004598292,0.0003592056,0.0003402694,0.0001108648,0.00006899293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442209,"about_ca_system_score_gemma":0.000002432648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004888065,"about_ca_topic_score_gemma":0.00003745557,"domain_scores_codex":[0.9991467,0.00001071094,0.0001384233,0.0003212824,0.00009340394,0.0002894607],"domain_scores_gemma":[0.999682,0.00001491125,0.00003720762,0.0002045892,0.000001010832,0.00006025588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001058011,0.001106895,0.1392009,0.0001378771,0.0002891221,0.00001207137,0.002718613,0.03007954,0.3409953,0.002149982,0.006889809,0.4763142],"study_design_scores_gemma":[0.0133297,0.004192938,0.2851923,0.0002053566,0.0006302739,0.0005292745,0.1898073,0.1957691,0.1349551,0.1638619,0.006304219,0.005222451],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971343,0.0001127328,0.0007967463,0.001102852,0.0000571612,0.0004237514,0.00004535657,0.0001700699,0.0001570732],"genre_scores_gemma":[0.9984927,0.0005022961,0.0004139284,0.00008930533,0.00005758327,0.00007951307,0.0000420238,0.00001954132,0.0003031033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4710917,"threshold_uncertainty_score":0.6015573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112719682233595,"score_gpt":0.2154546123418568,"score_spread":0.2041826441184973,"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."}}