{"id":"W6922329500","doi":"10.1021/acsestwater.4c00958.s001","title":"Variabilityof Clinical Metrics in Small PopulationCommunities Drive Perceived Wastewater and Environmental SurveillanceData Quality: Ontario, Canada-Wide Study","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Population; Disease surveillance; Isolation (microbiology); Vaccination; Affect (linguistics); Public health surveillance; Population size","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":[0.003014929,0.0004395043,0.0005164879,0.001495898,0.003614074,0.002251667,0.001584344,0.0005308927,0.002465619],"category_scores_gemma":[0.01176623,0.0004599649,0.0009381871,0.005742221,0.001598094,0.0008378348,0.001739369,0.0008730873,0.0002947721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04539982,"about_ca_system_score_gemma":0.07356203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962518,"about_ca_topic_score_gemma":0.9976348,"domain_scores_codex":[0.9967681,0.0004227451,0.0001977929,0.0005467506,0.001269239,0.0007952632],"domain_scores_gemma":[0.981978,0.001642025,0.002984357,0.001028418,0.01048039,0.001886853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005280716,0.00002618241,0.9902346,0.00004367475,0.00007720276,0.0000483181,0.002366886,0.0002018903,0.0001416903,0.0002682695,0.002808557,0.003729917],"study_design_scores_gemma":[0.000005754515,0.00001244875,0.9937136,0.00003854745,0.00003384026,0.00002255733,0.002400914,0.0007132115,0.00008082192,0.00005968917,0.002904908,0.00001372357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766774,0.0007559109,0.001629327,0.001694267,0.0000386254,0.0001667303,0.01210272,0.00004271962,0.006892312],"genre_scores_gemma":[0.9930919,0.0002755609,0.0007466152,0.0002481303,0.0000138282,0.00006475632,0.0032855,0.00002333873,0.002250233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04539982,"threshold_uncertainty_score":0.3294002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1602039283009844,"score_gpt":0.4105573725973507,"score_spread":0.2503534442963663,"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."}}