{"id":"W2068884740","doi":"10.1016/j.watres.2009.04.024","title":"Infectivity of Giardia lamblia cysts obtained from wastewater treated with ultraviolet light","year":2009,"lang":"en","type":"article","venue":"Water Research","topic":"Parasitic Infections and Diagnostics","field":"Immunology and Microbiology","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Suncor Energy (Canada); University of Alberta","funders":"University of Alberta","keywords":"Giardia lamblia; Infectivity; Giardia; Wastewater; Microbiology; Ultraviolet; Ultraviolet light; Wastewater reuse; Biology; Environmental science; Chemistry; Virology; Environmental chemistry; Environmental engineering; Materials science; Photochemistry; Optoelectronics; Virus","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004446043,0.0001518041,0.0002837796,0.00031355,0.0002250667,0.00002510012,0.0001528216,0.0002176941,0.0005797927],"category_scores_gemma":[0.0001013868,0.00008883906,0.00005864299,0.0002634579,0.0002148012,0.00008818589,0.00004470107,0.0004080173,0.0009169223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004496496,"about_ca_system_score_gemma":0.00004226541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206353,"about_ca_topic_score_gemma":0.00007010999,"domain_scores_codex":[0.9983793,0.0004469604,0.0002020763,0.00028925,0.00009234272,0.0005899979],"domain_scores_gemma":[0.9991205,0.0001640632,0.00002731825,0.0003827452,0.0002658401,0.00003954897],"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":[0.0003292588,0.000390873,0.05461931,0.000007836291,0.0001018916,0.00003557321,0.0004557249,0.000007699882,0.9419048,0.0002319842,0.00139611,0.000518914],"study_design_scores_gemma":[0.001268424,0.0007706293,0.09497377,0.00005011842,0.00002620938,0.00002170622,0.00004260219,0.00000162268,0.8973353,0.0003810676,0.005001815,0.0001267454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903327,0.00009368997,0.00004096812,0.0003119906,0.00008039683,0.0002764886,0.00005825037,0.00004969766,0.008755854],"genre_scores_gemma":[0.997805,0.00002088539,0.00003312998,0.00002352607,0.00003738332,0.00001939994,0.0002297042,0.0000119746,0.001818985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04456953,"threshold_uncertainty_score":0.999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314152787355498,"score_gpt":0.3069457027926316,"score_spread":0.2838041749190766,"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."}}