{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008803412,0.001864096,0.0009654868,0.001278374,0.0006322568,0.002090146,0.001487144,0.001886783,0.003383788],"category_scores_gemma":[0.009399154,0.0007054221,0.0006226057,0.0006775864,0.001332627,0.001638153,0.001466454,0.001177254,0.002188562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006014855,"about_ca_system_score_gemma":0.001746842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156572,"about_ca_topic_score_gemma":0.001902709,"domain_scores_codex":[0.9906872,0.00358145,0.00062408,0.001483138,0.003063251,0.0005609686],"domain_scores_gemma":[0.9947351,0.001779213,0.0009370479,0.0004580474,0.001786642,0.0003039599],"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":[0.0006571539,0.0007526788,0.01656359,0.001254382,0.00005891701,0.0002138228,0.0006047644,0.001246557,0.9178898,0.0007748326,0.001354441,0.05862903],"study_design_scores_gemma":[0.00007100172,0.003372368,0.01025601,0.0003263364,0.0001302183,0.0008148031,0.0006227248,0.01282716,0.956463,0.0008402849,0.01416908,0.0001069059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5127848,0.008039702,0.4564103,0.001330188,0.0006822422,0.004905426,0.002547901,0.003109689,0.0101897],"genre_scores_gemma":[0.5815384,0.004282057,0.4021947,0.0006950895,0.000191697,0.002478392,0.002271314,0.0002676093,0.006080831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008803412,"threshold_uncertainty_score":0.04655743,"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."}}