{"id":"W2967723208","doi":"10.1016/j.bios.2019.111581","title":"Thermally stable and uniform DNA amplification with picosecond laser ablated graphene rapid thermal cycling device","year":2019,"lang":"en","type":"article","venue":"Biosensors and Bioelectronics","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Ministry of Science and Technology, Taiwan","keywords":"Materials science; Temperature cycling; Graphene; Laser ablation; Picosecond; Optoelectronics; Laser; Fluence; Microheater; Temperature control; Chip; Nanotechnology; Fabrication; Thermal; Optics","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":[0.0001371282,0.0002457316,0.0001799593,0.0002975434,0.0002417043,0.0002866898,0.0005744586,0.0005481066,0.0007021232],"category_scores_gemma":[0.0002451653,0.000194956,0.0001393732,0.0002410923,0.0003179559,0.0003389588,0.0002978392,0.0003706013,0.0002084114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000436675,"about_ca_system_score_gemma":0.0001515245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004064987,"about_ca_topic_score_gemma":0.0009425819,"domain_scores_codex":[0.9997795,0.00001993599,0.000008693057,0.00006951604,0.00008613788,0.00003619428],"domain_scores_gemma":[0.9998795,0.00002720628,0.00002753415,0.00002544216,0.00002482718,0.00001552037],"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":[0.00002789437,0.000008312395,0.00007135398,0.00002483915,0.000002770506,0.00003794062,0.00004114207,0.000108471,0.9977641,0.0001796931,0.00009707583,0.001636327],"study_design_scores_gemma":[0.000007421372,0.00007847121,0.0008687177,0.000003807872,0.000005147168,0.00008110984,0.000022466,0.002923929,0.9947412,0.00007692644,0.001174625,0.0000161718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855101,0.0007951134,0.01076836,0.0002364573,0.0001121098,0.00003370887,0.0002065131,0.0003024906,0.002035126],"genre_scores_gemma":[0.9893456,0.0001521443,0.008529842,0.00006698396,0.0000140361,0.00003359933,0.00007334927,0.00002082356,0.001763707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007021232,"threshold_uncertainty_score":0.003168344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008623321047316201,"score_gpt":0.2186763196395957,"score_spread":0.2100529985922795,"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."}}