{"id":"W2127749254","doi":"10.1101/gr.164401","title":"A Method For Parallel, Automated, Thermal Cycling of Submicroliter Samples","year":2001,"lang":"en","type":"article","venue":"Genome Research","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Human Genome Research Institute; Natural Sciences and Engineering Research Council of Canada","keywords":"Temperature cycling; DNA sequencing; Biology; Fraction (chemistry); Cycling; Computational biology; Sample (material); Process engineering; Reliability engineering; Biochemical engineering; Computer science; DNA; Thermal; Chromatography; Genetics; Engineering; Chemistry","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":[0.002129547,0.002275209,0.001797419,0.003298724,0.001735999,0.00123836,0.00248289,0.002173516,0.007004163],"category_scores_gemma":[0.002343516,0.002412405,0.001489799,0.001614908,0.001134085,0.001386645,0.00152796,0.005046171,0.01173259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006599668,"about_ca_system_score_gemma":0.001755167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000511846,"about_ca_topic_score_gemma":0.001549527,"domain_scores_codex":[0.9963613,0.000488386,0.0003494561,0.001162256,0.001459888,0.0001787049],"domain_scores_gemma":[0.9984751,0.0003862419,0.0001966812,0.000527575,0.0002791387,0.0001352375],"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":[0.0001204345,0.000154951,0.000188851,0.0006160875,0.00005602964,0.0001415875,0.0001136656,0.0003187198,0.9259311,0.001217067,0.004468076,0.06667335],"study_design_scores_gemma":[0.0001688899,0.0009609692,0.002198943,0.0001359604,0.0001469198,0.002756713,0.00004385978,0.008572968,0.8285065,0.002239872,0.1540255,0.0002427974],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00422633,0.001662998,0.9822087,0.0002526845,0.0005989693,0.002229562,0.000656497,0.006607116,0.001557148],"genre_scores_gemma":[0.01432579,0.001415242,0.9697676,0.0003206118,0.0001083258,0.006622946,0.001236823,0.0005981579,0.005604475],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007004163,"threshold_uncertainty_score":0.0234313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07098239857404116,"score_gpt":0.4242695322389168,"score_spread":0.3532871336648756,"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."}}