{"id":"W4394695202","doi":"10.1021/acsomega.3c08672","title":"Antimicrobial, Preservative, and Hazard Assessments from Eight Chemical Classes","year":2024,"lang":"en","type":"article","venue":"ACS Omega","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Agricultural Research Service; U.S. Department of Agriculture","keywords":"Preservative; Antimicrobial; Toxicology; Food science; Chemistry; Microbiology; Biology","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":[0.00003096073,0.0001622866,0.0001615694,0.00002621271,0.00008808631,0.0002311069,0.0002129072,0.0001211356,0.0003186322],"category_scores_gemma":[0.00001319461,0.0001439283,0.00004915875,0.0001288883,0.00009668484,0.0002090671,0.0001892613,0.0002081985,0.0001177927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003144876,"about_ca_system_score_gemma":0.00004547643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007481845,"about_ca_topic_score_gemma":0.000005321213,"domain_scores_codex":[0.9990799,0.000006725991,0.0001873218,0.0004104038,0.0001096988,0.0002058974],"domain_scores_gemma":[0.9995036,0.000097595,0.00003533597,0.0002549799,0.00003145872,0.00007710376],"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":[0.000006753374,0.00007201599,0.001890592,0.00007877046,0.00008992002,0.00001270394,0.00005954354,4.222357e-7,0.9133332,0.0007950511,0.08155207,0.002108916],"study_design_scores_gemma":[0.0002433326,0.000004681467,0.0007869477,0.000156441,0.00006422817,0.000007163715,0.00003218466,0.0002828291,0.6149231,0.0008210221,0.3824227,0.0002553434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875219,0.0004320858,0.0002376534,0.001254911,0.0000783271,0.00006680839,0.0004000511,0.0001481487,0.00986005],"genre_scores_gemma":[0.9930763,0.0002755066,0.001467391,0.0002913388,0.0002389314,0.00002193513,0.0003210094,0.00003168312,0.004275851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3008706,"threshold_uncertainty_score":0.5869226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121649085987665,"score_gpt":0.2896782694700843,"score_spread":0.2684617786102077,"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."}}