{"id":"W4416130851","doi":"10.1080/21645698.2025.2583781","title":"Comparison of two digital PCR platforms for quantification of genetically modified soybean events","year":2025,"lang":"en","type":"article","venue":"GM crops & food","topic":"Genetically Modified Organisms Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"Ministero della Salute","keywords":"Digital polymerase chain reaction; Genetically modified organism; Duplex (building); Identification (biology); Calibration; Genetically engineered","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":[],"consensus_categories":[],"category_scores_codex":[0.000187223,0.0001227607,0.0002793371,0.00003054918,0.00009454921,0.0000387933,0.0004313772,0.0001004472,0.00004747637],"category_scores_gemma":[0.0001526971,0.00005491868,0.0001212132,0.0003328292,0.000127102,0.0000598739,0.0001226486,0.00008676816,0.000008817873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001716087,"about_ca_system_score_gemma":0.00003108513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004009016,"about_ca_topic_score_gemma":0.0001184949,"domain_scores_codex":[0.9986111,0.00001855032,0.0004814142,0.0002888545,0.0003112281,0.0002888397],"domain_scores_gemma":[0.9991895,0.0002283171,0.0001198259,0.000129937,0.0002572387,0.00007521342],"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":[0.0001542078,0.0004897199,0.01603051,0.00005565444,0.00005412443,8.678342e-8,0.00007229021,0.0001109774,0.8684028,0.01632258,0.0001374224,0.09816958],"study_design_scores_gemma":[0.0006983161,0.001541649,0.2655508,0.00003857444,0.00002951312,5.259832e-7,0.0002664788,0.001695831,0.7064573,0.02308399,0.0004513047,0.0001857362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931795,0.00009604978,0.004888799,0.0003238066,0.00006689074,0.000521339,0.0001655166,0.00002251389,0.0007355919],"genre_scores_gemma":[0.9988713,0.000004272708,0.0007638857,0.00001454178,0.000030689,0.00002465102,0.0001047772,0.000001654179,0.0001842362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2495203,"threshold_uncertainty_score":0.2239519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0761041034683519,"score_gpt":0.3362622147094824,"score_spread":0.2601581112411305,"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."}}