{"id":"W2000001678","doi":"10.5740/jaoacint.govval02","title":"3M™ Petrifilm™ Environmental Listeria Plate","year":2013,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Listeria; Listeria monocytogenes; Geology; Bacteria; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013942,0.00007845624,0.0001164322,0.0001585546,0.00002360434,0.00007862573,0.000125964,0.0000686543,0.001932417],"category_scores_gemma":[0.00001930665,0.00006616109,0.00009924958,0.0000372873,0.00001067041,0.0003494437,0.00001390171,0.0001861307,0.0002961895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268888,"about_ca_system_score_gemma":0.000008040969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009039836,"about_ca_topic_score_gemma":3.694601e-7,"domain_scores_codex":[0.9991835,0.00001406594,0.0003792734,0.00004850186,0.0002859616,0.00008868801],"domain_scores_gemma":[0.9996856,0.00002493242,0.0001268418,0.00005506207,0.00004777893,0.00005980128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002358125,0.0002209925,0.006058255,0.00003754328,0.001087075,0.0001574198,0.001006544,0.01963017,0.6441897,0.0002873329,0.2054696,0.1216196],"study_design_scores_gemma":[0.006580405,0.0009105618,0.07891566,0.000341346,0.00007596296,0.003942984,0.001065063,0.04747231,0.1799035,0.001007802,0.6788061,0.0009783386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846882,0.0000732662,0.001890806,0.00008097498,0.005810927,0.0000654538,0.00000994288,0.0000235543,0.007356856],"genre_scores_gemma":[0.9978017,0.00002040949,0.0002700385,0.00002576879,0.001169314,0.00000217603,0.000002614656,0.00001309622,0.0006949222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4733365,"threshold_uncertainty_score":0.9989799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006979523662890398,"score_gpt":0.188867120680884,"score_spread":0.1818875970179936,"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."}}