{"id":"W4414740768","doi":"10.1093/clinchem/hvaf086.595","title":"B-206 Quality Control Rapid Response in Pre-Pandemic Preparedness Showcasing a Synthetic H5N1 Genetic Template","year":2025,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amorfix (Canada)","funders":"","keywords":"Influenza A virus subtype H5N1; Genome; Usability; Synthetic biology; Control (management); Quality (philosophy); Preparedness","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002613263,0.0002137341,0.0006644228,0.00006224835,0.00007085998,0.00002709913,0.0001657467,0.000401515,0.00006801181],"category_scores_gemma":[0.01798177,0.000206495,0.0002438004,0.0003239699,0.0002342252,0.00003074678,0.00007031782,0.000749557,0.00001564853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000178201,"about_ca_system_score_gemma":0.0004730046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000264492,"about_ca_topic_score_gemma":0.000005570543,"domain_scores_codex":[0.9970928,0.000418114,0.001304499,0.0006338718,0.0002060737,0.0003446141],"domain_scores_gemma":[0.9947373,0.004158603,0.0002182188,0.0006571208,0.000108133,0.0001205969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01203276,0.0005220561,0.4172084,0.0005719958,0.0001271685,0.000153188,0.0001718254,0.00001075413,0.5498038,0.000001602318,0.0001531292,0.01924332],"study_design_scores_gemma":[0.02318546,0.0005595175,0.6048761,0.003473314,0.000534484,0.0005630092,0.0004450549,0.008089489,0.3495536,0.0004760117,0.007345955,0.0008979888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956806,0.0005221022,0.0003482656,0.0002912456,0.0002839999,0.0003461576,0.000007146372,0.0002212182,0.002299224],"genre_scores_gemma":[0.9973152,0.00001089263,0.0002770382,0.00153487,0.0001528399,0.00004698372,0.000002659208,0.00002257807,0.0006369113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2002502,"threshold_uncertainty_score":0.9902902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08299962001107183,"score_gpt":0.4377790417581422,"score_spread":0.3547794217470703,"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."}}