{"id":"W7161776118","doi":"10.82308/54497","title":"Effect of pre- and post- UV disinfection conditions on photoreactivation of fecal coliforms from a physiochemical wastewater effluent","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Photolyase; Wastewater; Fecal coliform","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003583155,0.0004650195,0.0003405052,0.0001946412,0.0002463322,0.0004657826,0.0003003313,0.0004060394,0.001862304],"category_scores_gemma":[0.0006738716,0.0002447349,0.0003679461,0.000211705,0.0002224013,0.0002201561,0.000186724,0.0005444805,0.0003316667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005172049,"about_ca_system_score_gemma":0.0006148826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246563,"about_ca_topic_score_gemma":0.02447674,"domain_scores_codex":[0.9996594,0.00007027059,0.00003389603,0.00006292271,0.00008184137,0.00009167214],"domain_scores_gemma":[0.9994457,0.0002158817,0.00008726119,0.00004188251,0.0001431634,0.00006603148],"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":[0.0009430891,0.0002863524,0.002628756,0.0001775866,0.00002562902,0.00006515213,0.0001164217,0.000273942,0.9904348,0.00001751642,0.0000584382,0.004972212],"study_design_scores_gemma":[0.00002355803,0.003850562,0.03893995,0.00001534972,0.00004377226,0.00006888103,0.0001638242,0.0005185041,0.9551957,0.00001453415,0.001147152,0.00001826519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987848,0.0003231519,0.0002921699,0.00002206941,0.00001516211,0.00001634497,0.0001210344,0.000009023754,0.0004162063],"genre_scores_gemma":[0.9937944,0.0006777715,0.001575575,0.0000739526,0.0000126613,0.00003058194,0.0004643235,0.00001669977,0.003353962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01246563,"threshold_uncertainty_score":0.02478611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002174639653960644,"score_gpt":0.2437607205558755,"score_spread":0.2415860809019149,"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."}}