{"id":"W4381033761","doi":"10.1016/j.mimet.2023.106770","title":"Extracting the potential of advances in pathogen control and food diagnostics","year":2023,"lang":"en","type":"editorial","venue":"Journal of Microbiological Methods","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Single-nucleotide polymorphism; Genetics; Pathogen; Computational biology; Minor allele frequency; Allele; Phenotype; Gene; Genotype","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":[0.002109378,0.0001745985,0.0006201404,0.0001023539,0.00002817924,0.00002158461,0.0001768473,0.0005923068,0.000004829885],"category_scores_gemma":[0.005950454,0.00009803309,0.0001885624,0.00014533,0.00009412956,0.00005084952,0.00003459276,0.001287116,6.22726e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003198425,"about_ca_system_score_gemma":0.00001774523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001175563,"about_ca_topic_score_gemma":0.000003223575,"domain_scores_codex":[0.9984206,0.0004435515,0.0007061926,0.0001164572,0.0001203261,0.0001928917],"domain_scores_gemma":[0.9917725,0.007634483,0.0003405919,0.00007785846,0.0001276537,0.00004696639],"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":[0.0002148478,0.0001007243,0.0000721793,0.0004921331,0.0004427871,0.0001105274,0.00006264443,0.008151239,0.6571214,0.0000271086,0.08742844,0.245776],"study_design_scores_gemma":[0.002494711,0.002116463,0.001534679,0.00101601,0.0006448606,0.0001239561,0.0002864045,0.004089573,0.005757292,0.003635313,0.9776273,0.0006734327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01063436,0.04000717,0.06920109,0.0001110193,0.8794597,0.0002023497,0.0003011574,0.00004170849,0.00004138547],"genre_scores_gemma":[0.1054268,0.1538505,0.07069544,0.00003434478,0.6698149,0.000009434686,0.000018305,0.000119207,0.00003106627],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8901989,"threshold_uncertainty_score":0.7123679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035569070176294,"score_gpt":0.2957375561598591,"score_spread":0.2853818654580961,"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."}}