{"id":"W4410351811","doi":"10.1016/j.cmicom.2025.105092","title":"Communicable Episode 15: Wastewater surveillance – can it really protect us from infections?","year":2025,"lang":"en","type":"article","venue":"CMI Communications","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Wastewater; Environmental health; Communicable disease; Medicine; Medical emergency; Environmental science; Environmental engineering; Public health; Pathology","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":[0.006995464,0.0007036676,0.0008812568,0.0008648011,0.002357479,0.006253506,0.001560536,0.01083677,0.01021239],"category_scores_gemma":[0.02232328,0.0004280348,0.0009255211,0.0005842639,0.001916077,0.004267144,0.004069059,0.01076959,0.0036223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003770648,"about_ca_system_score_gemma":0.006823832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01172479,"about_ca_topic_score_gemma":0.02195901,"domain_scores_codex":[0.9942837,0.001918901,0.0005805086,0.0004206716,0.001579775,0.001216387],"domain_scores_gemma":[0.9861435,0.003058717,0.001517171,0.0004802622,0.003317069,0.005483148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001426718,0.0001062584,0.008160814,0.0005320242,0.00004883933,0.001137836,0.000751456,0.00007087002,0.0008465638,0.005226418,0.8674918,0.1154843],"study_design_scores_gemma":[0.000052775,0.0003780804,0.01269009,0.002181868,0.00006298895,0.001643847,0.002343151,0.0002042795,0.0008315188,0.005897735,0.9736385,0.00007520465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003437504,0.01620987,0.0009057464,0.9459957,0.01632673,0.00004561518,0.0002454631,0.0001517651,0.01668164],"genre_scores_gemma":[0.05529414,0.04664258,0.005032685,0.8047633,0.0440775,0.00010135,0.001276966,0.0003332061,0.04247829],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01172479,"threshold_uncertainty_score":0.03699601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468435066758876,"score_gpt":0.3279997211631122,"score_spread":0.2811562144872246,"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."}}