{"id":"W4385298178","doi":"10.3389/fpubh.2023.1141136","title":"An alternative method for monitoring and interpreting influenza A in communities using wastewater surveillance","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Ministère de l’Environnement, de la Protection de la nature et des Parcs; Ministry of Environment","keywords":"Outbreak; Environmental health; Absenteeism; Population; Medicine; Disease; Epidemiology; Intensive care medicine; Immunology; Virology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001949737,0.001121501,0.0007847194,0.003110594,0.0006612933,0.001202977,0.0008763449,0.001053035,0.001884795],"category_scores_gemma":[0.003652724,0.0004561511,0.000674009,0.002208722,0.0004055904,0.000606891,0.0009993779,0.0006711301,0.001153825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004161367,"about_ca_system_score_gemma":0.0009283659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00471209,"about_ca_topic_score_gemma":0.01265608,"domain_scores_codex":[0.9964427,0.00114884,0.0002975217,0.0008860181,0.001061664,0.0001631284],"domain_scores_gemma":[0.9971138,0.0007062747,0.0007160858,0.0002547744,0.001040142,0.0001688778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006093472,0.0005069748,0.4773134,0.000834689,0.0003810854,0.0004075428,0.00120206,0.001412776,0.3947381,0.0005007881,0.002902813,0.1191903],"study_design_scores_gemma":[0.0001020136,0.003347939,0.5192342,0.0003679859,0.0006225865,0.003181444,0.002995848,0.05110856,0.3939493,0.001891461,0.02290865,0.0002899593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6714234,0.0019761,0.3013441,0.0007075916,0.000496521,0.001101399,0.008023559,0.00285313,0.01207426],"genre_scores_gemma":[0.7065333,0.0008437169,0.2836358,0.0006160115,0.0001320172,0.0007019223,0.002805803,0.0001112134,0.004620214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00471209,"threshold_uncertainty_score":0.01031137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1417460569613578,"score_gpt":0.4262402967344781,"score_spread":0.2844942397731203,"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."}}