{"id":"W2969758158","doi":"10.1021/acs.analchem.9b01900","title":"Precise DNA Concentration Measurements with Nanopores by Controlled Counting","year":2019,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Nanopore; Analyte; Biomolecule; Chemistry; Nanotechnology; Biological system; Solid-state; Chromatography; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001041435,0.0001836343,0.0003440178,0.000008697857,0.000041956,0.00002496405,0.00009046395,0.00008250718,0.0002985694],"category_scores_gemma":[0.00001473157,0.0001457937,0.00006726455,0.0001119599,0.00004212054,0.00008244791,0.000007043431,0.0001089078,0.00003586981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004676751,"about_ca_system_score_gemma":0.00001898071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003617278,"about_ca_topic_score_gemma":0.000001707681,"domain_scores_codex":[0.9989566,0.000004122602,0.0002459722,0.0001991424,0.0003134019,0.0002808225],"domain_scores_gemma":[0.9996145,0.00003935202,0.00003601413,0.0001534127,0.00007880481,0.00007787871],"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":[0.0004403983,0.0001253273,0.0440238,0.0005513424,0.001061859,0.00001660505,0.0001236197,0.001667044,0.9375637,0.00002960704,0.01419412,0.0002026138],"study_design_scores_gemma":[0.006200354,0.00005012146,0.0002803534,0.0001378216,0.0002486119,0.000004006439,0.0000943862,0.01225337,0.9748449,0.00002615783,0.005364279,0.0004956842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500115,0.000723463,0.0003768999,0.00005318801,0.00007022134,0.0002493447,0.00001385503,0.0001745851,0.04832694],"genre_scores_gemma":[0.9980931,0.00005468417,0.00003558498,0.0000256661,0.0000539811,0.00001804553,0.00004817939,0.00002285024,0.001647886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04808162,"threshold_uncertainty_score":0.5945294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007487664522950791,"score_gpt":0.1923535281346073,"score_spread":0.1848658636116565,"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."}}