{"id":"W4236008378","doi":"10.26434/chemrxiv-2021-8wm8v","title":"Elucidating the Dynamics of Polymer Transport through Nanopores using Asymmetric Salt Concentrations","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanopore; Polymer; Chemical physics; Salt (chemistry); Membrane; Molecular dynamics; Ion; Work (physics); Concentration gradient; Chemistry; Electrophoresis; Dynamics (music); Chromosomal translocation; Materials science; Nanotechnology; Physics; Chromatography; Thermodynamics; Computational chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002512589,0.0002477142,0.0002516955,0.0002686969,0.000285405,0.0005012822,0.0003656142,0.0003673855,0.0007694477],"category_scores_gemma":[0.0006719886,0.0001287239,0.0001563915,0.0002678059,0.0005325063,0.001015977,0.0003392895,0.0006936127,0.0001337081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005307369,"about_ca_system_score_gemma":0.0002844401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176703,"about_ca_topic_score_gemma":0.00110196,"domain_scores_codex":[0.9998461,0.00001010719,0.00001357473,0.00004073462,0.00005082498,0.00003867195],"domain_scores_gemma":[0.9996239,0.0001572458,0.00009647627,0.00003178035,0.000053825,0.00003664806],"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":[0.0000509134,0.00002895654,0.000597627,0.00004934663,0.000005015976,0.0000596928,0.00008220028,0.0016158,0.9946303,0.001114982,0.0000356392,0.001729607],"study_design_scores_gemma":[0.000005190938,0.00005249291,0.001404558,0.000005597038,0.000004752637,0.00004066978,0.00006304888,0.02701,0.9707357,0.0003228375,0.0003416386,0.00001342792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947634,0.0001473658,0.004326163,0.00006638613,0.000009157544,0.000009440462,0.0000941812,0.00005255579,0.0005314382],"genre_scores_gemma":[0.995054,0.0003631673,0.003768412,0.00002820349,0.000004795615,0.00001667459,0.0001110368,0.00002546459,0.0006282633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001176703,"threshold_uncertainty_score":0.003850758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305308925457523,"score_gpt":0.2436879910122501,"score_spread":0.2206349017576749,"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."}}