{"id":"W4308991981","doi":"10.1101/2022.11.10.22282091","title":"Exploration of wastewater surveillance for Monkeypox virus","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Agency of Canada","funders":"","keywords":"Monkeypox; Virology; Outbreak; Wastewater; Biology; Novel virus; Genome; Environmental science; Gene; Environmental engineering","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":[0.001583906,0.0005302037,0.000569385,0.001275849,0.0007123346,0.002078667,0.0004501707,0.0009785314,0.0006754996],"category_scores_gemma":[0.001252881,0.0002217538,0.0006327195,0.001089234,0.0005020196,0.0006895166,0.0007193698,0.0004806556,0.0002397877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440976,"about_ca_system_score_gemma":0.001421626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007958892,"about_ca_topic_score_gemma":0.007395247,"domain_scores_codex":[0.9983986,0.0005201941,0.0000797491,0.0003061089,0.0005337805,0.0001615592],"domain_scores_gemma":[0.9990466,0.0002091069,0.0001716011,0.00004253149,0.0004703366,0.0000597727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003766072,0.0004583303,0.2116422,0.0009410588,0.0001196582,0.000650866,0.0008342919,0.004186664,0.7159019,0.0004958445,0.001250607,0.06314206],"study_design_scores_gemma":[0.00006547017,0.002894981,0.4298488,0.0003359239,0.0002808045,0.001254468,0.007333115,0.04256552,0.4905791,0.00190349,0.02281124,0.000127063],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823877,0.001288146,0.01111791,0.0007109069,0.0000703672,0.0002022294,0.00103378,0.0001686898,0.003020395],"genre_scores_gemma":[0.9864574,0.0007792271,0.01057396,0.000230383,0.00002435021,0.0000948606,0.0007498318,0.00002119745,0.001068792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007958892,"threshold_uncertainty_score":0.01582515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149203267006477,"score_gpt":0.3042421851520262,"score_spread":0.2527501524819614,"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."}}