{"id":"W3194701085","doi":"10.2139/ssrn.3907624","title":"Storage and Cleaning Extend Lifetime of Glass Nanopores for Biosensing","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Biosensor; Nanotechnology; Nanopore; Materials science","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":[0.0002180409,0.0002234181,0.0001780388,0.0001454906,0.0002966167,0.0003374902,0.0002620761,0.0003871708,0.001206035],"category_scores_gemma":[0.0002439682,0.0001479945,0.0002109705,0.0001324725,0.0002671803,0.0006818037,0.0002653793,0.0004069275,0.0002253199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004181213,"about_ca_system_score_gemma":0.0002991217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042189,"about_ca_topic_score_gemma":0.001675516,"domain_scores_codex":[0.9998811,0.000006834178,0.000007888424,0.00003469127,0.00003079202,0.00003869308],"domain_scores_gemma":[0.9998412,0.00005606081,0.00003386955,0.00002130864,0.00003251778,0.00001495479],"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":[0.00003072834,0.000006713144,0.00009420601,0.00002911891,0.000003082977,0.00001823305,0.0000277728,0.00006522361,0.9983655,0.0001894033,0.00003995299,0.001130073],"study_design_scores_gemma":[0.000001339583,0.00003081561,0.0002850776,0.000002162566,0.000003622432,0.00001835762,0.00001642047,0.0003692867,0.9986803,0.00003591256,0.0005544539,0.000002269564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910554,0.002101362,0.004984781,0.0002001036,0.00004890364,0.00002072837,0.0001671848,0.00006063008,0.001360871],"genre_scores_gemma":[0.9928436,0.0006737429,0.003730646,0.00009905225,0.00001811499,0.00001951869,0.0001790392,0.00002842911,0.002407786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001206035,"threshold_uncertainty_score":0.004034579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006105936875019965,"score_gpt":0.2059057469226487,"score_spread":0.1997998100476287,"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."}}