{"id":"W4402307392","doi":"10.2196/54750","title":"Wastewater Surveillance Pilot at US Military Installations: Cost Model Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Preparedness; Engineering; Risk analysis (engineering); Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002261714,0.001468641,0.001442505,0.001763915,0.001017471,0.002329387,0.00224005,0.002711758,0.006869238],"category_scores_gemma":[0.004894831,0.001331788,0.00216167,0.002004095,0.0008341999,0.001558985,0.001058824,0.002686742,0.000443829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007450932,"about_ca_system_score_gemma":0.004940845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1356371,"about_ca_topic_score_gemma":0.06763237,"domain_scores_codex":[0.9991702,0.0004085006,0.00002508,0.0001007917,0.00009695969,0.0001984814],"domain_scores_gemma":[0.9951895,0.003740872,0.0003015256,0.00008420736,0.0004997121,0.0001840526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000071351,0.00005374706,0.001221489,0.00002872659,0.00002326111,0.00005617264,0.0000122926,0.9964834,0.00004968018,0.00086392,0.000265327,0.0008706514],"study_design_scores_gemma":[0.00004932677,0.0001010074,0.001017423,0.0000188314,0.00004302263,0.00001885252,0.0001098511,0.9975122,0.00009116685,0.0006591741,0.0003632435,0.000015934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304849,0.000735426,0.03033607,0.001340604,0.00006651422,0.0006632764,0.006300468,0.0002108365,0.02986186],"genre_scores_gemma":[0.9810678,0.0004179691,0.009678123,0.000125122,0.0000169595,0.0004559509,0.001762771,0.00003586487,0.006439487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1356371,"threshold_uncertainty_score":0.2696953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06660641868980002,"score_gpt":0.3367264829518322,"score_spread":0.2701200642620322,"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."}}