{"id":"W6950008357","doi":"10.5281/zenodo.8010505","title":"Wastewater Epidemiology -The crucial role of viral shedding dynamics in small communities","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Interpretability; Pandemic; Function (biology); Coronavirus disease 2019 (COVID-19); Disease; Epidemiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009949981,0.0004843084,0.0003446994,0.0004420678,0.0005562599,0.001633347,0.0007954509,0.0008337335,0.001387676],"category_scores_gemma":[0.004130872,0.0001909936,0.0005241335,0.000357253,0.0007954563,0.0009687131,0.0009006663,0.0004619041,0.000213203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002440989,"about_ca_system_score_gemma":0.002831774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1343109,"about_ca_topic_score_gemma":0.0826636,"domain_scores_codex":[0.9993464,0.000269008,0.00002839057,0.0001377284,0.0001198031,0.00009863621],"domain_scores_gemma":[0.9984829,0.0005856061,0.0002996121,0.0001245227,0.0003788326,0.0001285797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003496,0.0003640378,0.465981,0.000442867,0.000192838,0.001027455,0.001078132,0.4398084,0.0264072,0.009054161,0.001898922,0.05339551],"study_design_scores_gemma":[0.00002342514,0.0002483994,0.1235059,0.00007629741,0.00005083928,0.0002492717,0.002001155,0.8565581,0.004630464,0.01012782,0.002472196,0.00005609826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611365,0.0003425055,0.03202737,0.001040193,0.00002850786,0.0001061928,0.000277448,0.00009843175,0.004942773],"genre_scores_gemma":[0.9965813,0.00008748854,0.002642361,0.00004255767,0.000005785438,0.00001713994,0.00007390778,0.000007068122,0.0005424712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1343109,"threshold_uncertainty_score":0.2670583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08702911403543716,"score_gpt":0.3251791253104611,"score_spread":0.2381500112750239,"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."}}