{"id":"W2134049250","doi":"10.1002/elps.201500355","title":"Light emitting diode, photodiode‐based fluorescence detection system for DNA analysis with microchip electrophoresis","year":2015,"lang":"en","type":"article","venue":"Electrophoresis","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Photodiode; Electrophoresis; Fluorescence; Capillary electrophoresis; DNA sequencer; Chromatography; Materials science; Analytical Chemistry (journal); DNA; Chemistry; Optoelectronics; Optics; DNA sequencing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004407863,0.000666364,0.0008326684,0.0007795687,0.0004181708,0.0001713553,0.0005651025,0.0002831405,0.00002049496],"category_scores_gemma":[0.00004870698,0.0006165917,0.0004324055,0.003343003,0.00006067962,0.0001409732,0.00002719252,0.0003679786,0.00003842256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009972936,"about_ca_system_score_gemma":0.0002379974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007598857,"about_ca_topic_score_gemma":0.0001129086,"domain_scores_codex":[0.9964927,0.0001065527,0.0006757547,0.000871605,0.0005702306,0.001283189],"domain_scores_gemma":[0.9979119,0.0001281695,0.0001837247,0.0009155519,0.0004222989,0.0004383781],"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":[0.0004387123,0.00005413194,0.0002182702,0.0001453763,0.0009487404,0.00001018367,0.0001052537,0.000653434,0.9846012,0.0001140374,0.01184129,0.0008693938],"study_design_scores_gemma":[0.0009899026,0.0004526555,0.0002600806,0.00003840079,0.001396979,0.00003057223,0.0001238765,0.01493214,0.9671435,0.00003690864,0.01383534,0.0007596457],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6997494,0.02794268,0.2674155,0.0001438151,0.0001648826,0.001662859,0.00006769739,0.001652983,0.001200218],"genre_scores_gemma":[0.993846,0.001982751,0.002423767,0.00005846546,0.0002529684,0.001037347,0.0001102027,0.0001899107,0.00009858009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2940966,"threshold_uncertainty_score":0.9996285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006902364734508858,"score_gpt":0.1912046545034795,"score_spread":0.1843022897689706,"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."}}