{"id":"W4220760356","doi":"10.3390/microorganisms10030559","title":"Verification and Use of the US-FDA BAM 19b Method for Detection of Cyclospora cayetanensis in a Survey of Fresh Produce by CFIA Laboratory","year":2022,"lang":"en","type":"article","venue":"Microorganisms","topic":"Parasitic Infections and Diagnostics","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"Public Health Agency; Public Health Agency of Canada; Canadian Food Inspection Agency","keywords":"Cyclospora cayetanensis; Berry; Biology; Herb; Horticulture; Veterinary medicine; Food science; Medicine; Traditional medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006241135,0.00007800123,0.0002065125,0.00007009845,0.000104019,0.000002782096,0.00008285925,0.0000852439,0.00003959952],"category_scores_gemma":[0.0004995828,0.00007094635,0.00002972733,0.0003433351,0.0001144355,0.0000341835,0.00005237162,0.0001211705,7.597826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003630328,"about_ca_system_score_gemma":0.00007938438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003682406,"about_ca_topic_score_gemma":0.0007043061,"domain_scores_codex":[0.9989593,0.0004525657,0.000289269,0.0001663279,0.00002667209,0.0001058889],"domain_scores_gemma":[0.9989317,0.0004234142,0.0002261595,0.0002350247,0.0001774415,0.000006271638],"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":[0.00008180401,0.0001551138,0.05539126,0.00002398854,0.00003684742,1.035647e-7,0.000255495,0.00004254869,0.942997,0.00004140371,0.0006579358,0.0003164842],"study_design_scores_gemma":[0.0003855678,0.0001081432,0.2329594,0.000005457702,0.00003051208,0.000007059516,0.00008317774,0.000008118271,0.7646583,0.00001869504,0.00168443,0.00005116776],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995491,0.0005701201,0.001723559,0.00002934958,0.000261555,0.0003494055,0.001564848,0.000006191363,0.000003925625],"genre_scores_gemma":[0.9991096,0.00002272399,0.0006402718,0.00003609459,0.000002769707,0.00002649992,0.0001021528,0.00001067023,0.00004927575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1783388,"threshold_uncertainty_score":0.5566721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167366641945765,"score_gpt":0.2417694800419541,"score_spread":0.2300958136224965,"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."}}