{"id":"W4412198659","doi":"10.3390/labmed2030012","title":"Direct PCR for Rapid and Safe Pathogen Detection: Laboratory Evaluation Supporting Field Use in Infectious Disease Outbreak","year":2025,"lang":"en","type":"article","venue":"LabMed","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"McGill University Health Centre","keywords":"Outbreak; Infectious disease (medical specialty); Pathogen; Virology; Biology; Microbiology; Disease; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009961429,0.00008338553,0.0002216773,0.000149025,0.00005665825,0.00001699923,0.00002708937,0.00006484007,0.00004364473],"category_scores_gemma":[0.007996515,0.00007721772,0.00004396582,0.0001726692,0.00003154017,0.00008973478,0.00003266831,0.0001196604,0.000001796949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008151054,"about_ca_system_score_gemma":0.0001236747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112873,"about_ca_topic_score_gemma":0.0007182105,"domain_scores_codex":[0.9989187,0.0002143323,0.0002509512,0.0002279788,0.0001063625,0.0002817335],"domain_scores_gemma":[0.9993284,0.0001883574,0.00004721909,0.0001468392,0.0001465408,0.0001426527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001883214,0.0001069193,0.7803347,0.0002963663,0.00006333235,0.00005044126,0.00005940966,0.00001347162,0.01798798,0.00004007608,0.002480064,0.196684],"study_design_scores_gemma":[0.004543095,0.0006277963,0.9744614,0.0001681138,0.0001040095,0.000007020578,0.00005418637,0.004079656,0.002327571,0.0003782249,0.01314608,0.0001028688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948779,0.0005053228,0.0008451065,0.001887023,0.0001820074,0.001003715,0.00004607451,0.00003835614,0.0006144564],"genre_scores_gemma":[0.9973161,0.0001314892,0.0001579695,0.001609747,0.00008398589,0.0003789422,0.00004814103,0.000007698414,0.0002659206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1965811,"threshold_uncertainty_score":0.9573154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867207117722722,"score_gpt":0.3444966907161489,"score_spread":0.3158246195389217,"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."}}