{"id":"W2108436253","doi":"10.1039/c2an36522g","title":"DNA barcoding via counterstaining with AT/GC sensitive ligands in injection-molded all-polymer nanochannel devices","year":2012,"lang":"en","type":"article","venue":"The Analyst","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Fabrication; Polymer; Fluorescence; DNA barcoding; Nanotechnology; DNA; Molecule; Molding (decorative); Materials science; DNA sequencing; Chemistry; Physics; Optics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003178445,0.0002349057,0.0003031306,0.000184894,0.0002016652,0.0000175569,0.0001121637,0.00006021279,0.00002009365],"category_scores_gemma":[0.000002886027,0.0001615829,0.00007291421,0.000514632,0.00006319924,0.0002287877,0.00003404042,0.0001539778,0.00002718539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143144,"about_ca_system_score_gemma":0.000008399635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002546467,"about_ca_topic_score_gemma":0.001441855,"domain_scores_codex":[0.9988828,0.00002174485,0.0002419786,0.0001626763,0.0001929708,0.0004977811],"domain_scores_gemma":[0.9995598,0.00008539457,0.00005340503,0.0001909806,0.00003832338,0.00007212404],"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":[0.001061664,0.000382382,0.3112116,0.0007100764,0.008505288,0.0004303826,0.2335186,0.05483769,0.3833351,0.0009875314,0.002613613,0.002406121],"study_design_scores_gemma":[0.002516905,0.0003209158,0.03303773,0.0006670151,0.001269739,0.0002439657,0.02976969,0.01591541,0.9113603,0.00007743444,0.00289781,0.001923108],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940289,0.002032418,0.001641472,0.0001207958,0.0001856739,0.0001262209,0.000007250381,0.0001301661,0.001727116],"genre_scores_gemma":[0.9991891,0.0001366418,0.00002206037,0.0001560566,0.0001952532,0.0000193249,0.0000165965,0.00003874875,0.0002262611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5280252,"threshold_uncertainty_score":0.6589159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333292069678851,"score_gpt":0.2144863399815129,"score_spread":0.2011534192847244,"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."}}