{"id":"W3202732936","doi":"10.18280/ijsse.110423","title":"Virological Environmental Analysis","year":2021,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contamination; Environmental science; Environmental health; Waterborne diseases; Water contamination; Isolation (microbiology); Contaminated water; Virology; Risk analysis (engineering); Biology; Environmental chemistry; Medicine; Ecology; Outbreak; Microbiology; Chemistry","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":[0.001389214,0.001054941,0.000662656,0.007873674,0.001700347,0.001255844,0.0007539662,0.0006503524,0.008930486],"category_scores_gemma":[0.002335051,0.0003019371,0.0008205563,0.004349197,0.0007794824,0.0006652536,0.00100791,0.001101893,0.006867868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005701701,"about_ca_system_score_gemma":0.001163794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00346393,"about_ca_topic_score_gemma":0.004406062,"domain_scores_codex":[0.9963308,0.0005276573,0.0003344879,0.0007304975,0.001811261,0.0002653084],"domain_scores_gemma":[0.9973086,0.0003793961,0.0003510618,0.0002556971,0.001574673,0.0001305776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000542127,0.0008177389,0.1146598,0.001956805,0.0002310066,0.001285618,0.002420641,0.001103889,0.7019765,0.004908532,0.01088277,0.1592145],"study_design_scores_gemma":[0.00003711536,0.001257508,0.2498626,0.0007400929,0.0004349125,0.003439721,0.003429912,0.003973104,0.4591492,0.004791857,0.2726359,0.0002481639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4833128,0.01665376,0.2213481,0.001209238,0.001681954,0.004796077,0.05870182,0.003500656,0.2087956],"genre_scores_gemma":[0.5581244,0.01924527,0.2501425,0.002210457,0.0006832412,0.004982133,0.06224925,0.001200629,0.1011621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008930486,"threshold_uncertainty_score":0.0298754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007440833594609334,"score_gpt":0.26152625049188,"score_spread":0.2540854168972707,"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."}}