{"id":"W4409661467","doi":"10.1016/j.jfp.2025.100515","title":"Efficacy of Residual Ozone on Surrogate Microorganisms for Waterborne Pathogens in Bottled Water","year":2025,"lang":"en","type":"article","venue":"Journal of Food Protection","topic":"Hydrogen's biological and therapeutic effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Bottled water; Microorganism; Ozone; Residual; Indicator organism; Waterborne diseases; Environmental science; Biology; Environmental chemistry; Microbiology; Bacteria; Chemistry; Environmental engineering; Water quality; Ecology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006828046,0.0001039071,0.0003491069,0.0002088908,0.00003316938,0.000005635318,0.00005378016,0.0001149848,0.00001764345],"category_scores_gemma":[0.0001333217,0.00005723419,0.0001403694,0.0001306292,0.0000294505,0.00002661332,0.00001292727,0.000240719,0.00000346704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006229843,"about_ca_system_score_gemma":0.00003864319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004546783,"about_ca_topic_score_gemma":0.000003117949,"domain_scores_codex":[0.9990394,0.0001109072,0.0004420852,0.0001160718,0.0001221816,0.0001693992],"domain_scores_gemma":[0.9995103,0.00007688133,0.0001406473,0.00009485886,0.0001345287,0.00004281842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005804825,0.0004253616,0.0001873453,0.0001360878,0.0001553172,0.00001517868,0.0001100574,0.00005191223,0.9859713,0.00005957416,0.00001191774,0.007071169],"study_design_scores_gemma":[0.005646571,0.008942623,0.00565295,0.000341783,0.00009119237,0.00005662173,0.00001883732,0.00002254309,0.9769369,0.001378585,0.0008540765,0.00005725881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956153,0.0001440834,0.001174179,0.00194751,0.0002715895,0.0007903084,0.000003718554,0.000009428899,0.00004390396],"genre_scores_gemma":[0.9992539,0.00001880365,0.0003199605,0.0001309381,0.0001612944,0.0000166652,0.000003111273,0.000008491748,0.00008687964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009034296,"threshold_uncertainty_score":0.2333942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0249291459108147,"score_gpt":0.2826258089990862,"score_spread":0.2576966630882715,"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."}}