{"id":"W2552819250","doi":"10.5740/jaoacint.16-0235","title":"Validation of the Applied Biosystems RapidFinder Shiga Toxin–Producing E. coli (STEC) Detection Workflow","year":2016,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Escherichia coli; Shiga toxin; STX2; Intimin; DNA extraction; Microbiology; Biology; Polymerase chain reaction; Gene; Enterobacteriaceae; Genetics","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":[0.04772931,0.002778944,0.002955852,0.004570724,0.002673132,0.004901594,0.00612884,0.0041507,0.0100324],"category_scores_gemma":[0.05372199,0.002604322,0.003354418,0.002697495,0.002784581,0.001674929,0.003864138,0.004936128,0.01857556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002513825,"about_ca_system_score_gemma":0.01062325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100334,"about_ca_topic_score_gemma":0.00999896,"domain_scores_codex":[0.949487,0.009896456,0.00414774,0.00762337,0.02529887,0.00354659],"domain_scores_gemma":[0.9628369,0.006809529,0.001397636,0.003346111,0.0242113,0.001398464],"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":[0.006294427,0.005224088,0.01987399,0.005517663,0.0006246095,0.001043235,0.004125998,0.01692464,0.7964774,0.01221386,0.03737438,0.09430566],"study_design_scores_gemma":[0.0008714488,0.005524763,0.01794611,0.002305022,0.0006504626,0.001447683,0.0009921805,0.04846831,0.6866676,0.004714368,0.2297053,0.000706755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1893843,0.004053977,0.7130988,0.003987632,0.003060361,0.02215819,0.02520246,0.01677882,0.02227547],"genre_scores_gemma":[0.1580511,0.003656134,0.7106759,0.004095978,0.0003733104,0.03101629,0.06325751,0.006012992,0.02286074],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04772931,"threshold_uncertainty_score":0.2524198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135762305124781,"score_gpt":0.2246660168216195,"score_spread":0.2033083937703717,"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."}}