{"id":"W246017335","doi":"10.1021/es4044648","title":"Sewage-Based Drug Epidemiology","year":2014,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sewage; Epidemiology; Environmental science; Drug; Environmental health; Environmental planning; Environmental engineering; Medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001555443,0.0002040421,0.0006074401,0.0001585622,0.0003378431,0.000006202959,0.0004652567,0.0003917277,0.001951288],"category_scores_gemma":[0.0005419202,0.0002070951,0.000317635,0.0002179037,0.001099152,0.00008916874,0.0001369778,0.0003596864,0.0003810712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004901314,"about_ca_system_score_gemma":0.00005231824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003046115,"about_ca_topic_score_gemma":0.0002395111,"domain_scores_codex":[0.9977488,0.001053971,0.0002483206,0.0004231494,0.0000468586,0.0004789346],"domain_scores_gemma":[0.9978644,0.001258173,0.0002332782,0.000453892,0.0001152354,0.00007506379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003420793,0.0002594269,0.03712565,0.00009593794,0.0003814656,0.000007529033,0.000396283,0.00005061325,0.001425094,0.9351924,0.0235168,0.001206712],"study_design_scores_gemma":[0.001300577,0.0001693355,0.0077414,0.00001910689,0.0001426897,0.00000914029,0.0005294665,0.0001951706,0.00009611959,0.9521008,0.03744124,0.0002550238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.866253,0.001029583,0.1176453,0.004018886,0.0007597181,0.0001977718,0.00006075087,0.0001515354,0.00988338],"genre_scores_gemma":[0.9844471,0.00002143897,0.007414842,0.001025828,0.00004150967,2.712194e-7,0.00004445069,0.00001269771,0.006991869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181941,"threshold_uncertainty_score":0.9989611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722502087854861,"score_gpt":0.2627718294232418,"score_spread":0.2355468085446932,"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."}}