{"id":"W4416226774","doi":"10.1080/19390211.2025.2583511","title":"Validation and Comparison of Live Microorganism Plating Analytical Procedures Following United States Pharmacopeia (USP) <1220> and <1210>","year":2025,"lang":"en","type":"article","venue":"Journal of Dietary Supplements","topic":"Pesticide Residue Analysis and Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Analytical procedures; Measurement uncertainty; Enumeration; Tolerance interval; Calibration; Statistical process control","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03907115,0.001554169,0.001102767,0.005075022,0.001999376,0.003226673,0.003490829,0.00267477,0.004376224],"category_scores_gemma":[0.08248263,0.000841038,0.001859858,0.003252459,0.002163672,0.001396011,0.002398306,0.002215535,0.004053031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001858378,"about_ca_system_score_gemma":0.0060486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004473019,"about_ca_topic_score_gemma":0.006455637,"domain_scores_codex":[0.9081726,0.01776395,0.01016701,0.005316773,0.05742988,0.001149752],"domain_scores_gemma":[0.9325273,0.01555503,0.006627261,0.01130731,0.03357204,0.0004111427],"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":[0.001680009,0.002823549,0.02200805,0.004132051,0.0003454554,0.001072973,0.004722036,0.008337939,0.551966,0.01726371,0.02624123,0.3594069],"study_design_scores_gemma":[0.0001068191,0.002731099,0.01982209,0.001060796,0.0002157582,0.001060877,0.001112001,0.009237792,0.8536395,0.002904095,0.1078145,0.0002946462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2572643,0.003380043,0.6518937,0.002259365,0.002385813,0.01497954,0.01272928,0.00545341,0.04965457],"genre_scores_gemma":[0.1984357,0.002922748,0.7539899,0.001048055,0.0001998515,0.0111539,0.0110345,0.001477903,0.01973744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03907115,"threshold_uncertainty_score":0.2066304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197586323438105,"score_gpt":0.3031423126846424,"score_spread":0.2811664494502614,"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."}}