{"id":"W4394890724","doi":"10.1038/d41586-024-01092-7","title":"What toilets can reveal about COVID, cancer and other health threats","year":2024,"lang":"en","type":"article","venue":"Nature","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Air pollution; Environmental health; Resistance (ecology); Antibiotic resistance; Business; Medicine; Antibiotics; Virology; Biology; Infectious disease (medical specialty); Microbiology; Ecology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002397467,0.0003732326,0.0003046487,0.001130539,0.001206109,0.00264485,0.0005630093,0.002546397,0.01507346],"category_scores_gemma":[0.01589157,0.0001744423,0.0003950869,0.0006053446,0.001230239,0.004242578,0.001054516,0.002169843,0.004016065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001157207,"about_ca_system_score_gemma":0.001120294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003354875,"about_ca_topic_score_gemma":0.004959112,"domain_scores_codex":[0.9978186,0.001020907,0.00008379747,0.0001479783,0.0005827513,0.0003460444],"domain_scores_gemma":[0.9919842,0.003768928,0.001417545,0.0006323599,0.001397781,0.00079931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000545074,0.0001892863,0.1631833,0.001250602,0.0002066811,0.003736539,0.003035331,0.001472556,0.002502517,0.03260711,0.4146062,0.3766647],"study_design_scores_gemma":[0.00004522037,0.0005878798,0.07813702,0.003190259,0.0001827779,0.0112777,0.01588234,0.002347659,0.003989041,0.0719434,0.8122788,0.000137886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09521301,0.04257215,0.01061079,0.5527862,0.008276892,0.0001607294,0.005377095,0.0006839379,0.2843193],"genre_scores_gemma":[0.814643,0.03042298,0.005697862,0.09891693,0.006728343,0.0001276759,0.002292406,0.0001934743,0.04097732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01507346,"threshold_uncertainty_score":0.05042583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654482919988877,"score_gpt":0.3852938851361042,"score_spread":0.3487490559362154,"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."}}