{"id":"W4402620522","doi":"10.1093/jaoacint/qsae071","title":"Comparison of Roka Atlas® System Performance and Health Canada Reference Method for <i>Listeria</i> Detection From Plastic, Sealed Concrete, and Stainless-Steel Surface Samples","year":2024,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Atlas (anatomy); Medicine; Anatomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003848047,0.0008636469,0.00050847,0.001469418,0.0006823673,0.00111988,0.0009955155,0.0008804678,0.001618913],"category_scores_gemma":[0.004103342,0.0004383269,0.0005255996,0.000817512,0.0008500378,0.0003777074,0.0006407516,0.0003897259,0.001240961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002613111,"about_ca_system_score_gemma":0.003374551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1008998,"about_ca_topic_score_gemma":0.1190695,"domain_scores_codex":[0.9933341,0.001334142,0.00035038,0.001197318,0.003197551,0.0005865294],"domain_scores_gemma":[0.9957152,0.000725026,0.000376967,0.0002346797,0.002785271,0.0001628104],"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":[0.003360898,0.000228422,0.09040821,0.0009308187,0.0002418477,0.0001173361,0.0006284096,0.002277664,0.8552593,0.0003822122,0.002368395,0.04379651],"study_design_scores_gemma":[0.00008665359,0.00327318,0.1505674,0.0001371319,0.0004295867,0.0008257256,0.0004487522,0.01382139,0.8203511,0.00008889585,0.009825153,0.0001451289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454805,0.005065408,0.03659885,0.0002953912,0.0001473182,0.0004858084,0.002572578,0.001447772,0.007906409],"genre_scores_gemma":[0.9425581,0.001353733,0.0481726,0.0002483624,0.0000324255,0.000263557,0.003392477,0.0001043896,0.003874323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8991002,"threshold_uncertainty_score":0.2006251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07935867496438394,"score_gpt":0.3743998443781277,"score_spread":0.2950411694137438,"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."}}