{"id":"W4282928994","doi":"10.4155/bio-2022-0109","title":"Recommendations on qPCR/ddPCR Assay Validation by GCC","year":2022,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand Challenges Canada; Caprion (Canada)","funders":"","keywords":"Bioanalysis; Computational biology; Digital polymerase chain reaction; Medical physics; Medicine; Biology; Chemistry; Chromatography; Gene; Polymerase chain reaction; 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":[0.09754426,0.004078326,0.003095165,0.01526131,0.004081449,0.007039303,0.009099691,0.01589783,0.0130867],"category_scores_gemma":[0.118321,0.005010786,0.005264943,0.005908147,0.008153136,0.003823673,0.005100358,0.01362093,0.03017972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003125079,"about_ca_system_score_gemma":0.01659745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008860284,"about_ca_topic_score_gemma":0.01166681,"domain_scores_codex":[0.8739604,0.06151046,0.01472759,0.006728549,0.03911461,0.00395848],"domain_scores_gemma":[0.7879961,0.07667775,0.01071403,0.01649702,0.1047183,0.003396855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009689828,0.0007567335,0.006621938,0.01192302,0.0002548138,0.001641852,0.00396215,0.005224838,0.1336337,0.03482912,0.5050309,0.2951519],"study_design_scores_gemma":[0.0001065917,0.0003151533,0.003342425,0.007884082,0.0002367768,0.001168626,0.001113485,0.001791891,0.07366602,0.009861161,0.9002321,0.0002815462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01425968,0.04535946,0.6489993,0.06693038,0.02329568,0.01457834,0.01748212,0.02038606,0.148709],"genre_scores_gemma":[0.01778363,0.02117431,0.8232259,0.0431236,0.002050524,0.01336957,0.01823458,0.004597349,0.05644054],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09754426,"threshold_uncertainty_score":0.5158695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162620063616055,"score_gpt":0.2733980139432529,"score_spread":0.2617718133070924,"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."}}