{"id":"W2808154083","doi":"10.1103/physreve.97.062405","title":"Models for randomly distributed nanoscopic domains on spherical vesicles","year":2018,"lang":"en","type":"article","venue":"Physical review. E","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Canadian Nuclear Laboratories","funders":"Basic Energy Sciences; Office of Science; U.S. Department of Energy","keywords":"Nanoscopic scale; Materials science; Vesicle; Nanotechnology; Membrane; Chemistry","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":[0.00007439081,0.0002071036,0.0005111512,0.00001344208,0.00009542796,0.000008290717,0.0001319145,0.00002931396,0.0000130601],"category_scores_gemma":[0.00003156219,0.000158846,0.0002122589,0.0001933539,0.00007615001,0.00007311623,0.00001324834,0.00008174156,0.00008210968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002851736,"about_ca_system_score_gemma":0.000008488214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000181072,"about_ca_topic_score_gemma":0.000002809724,"domain_scores_codex":[0.9990899,0.0000140381,0.0002260693,0.0002089418,0.0001535285,0.0003075417],"domain_scores_gemma":[0.9994898,0.0001317051,0.00002754183,0.0002108392,0.00005723435,0.00008288016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00196735,0.003045818,0.0002910397,0.02158923,0.002395326,0.00006155311,0.002266906,0.009400125,0.1430817,0.1352507,0.563613,0.1170373],"study_design_scores_gemma":[0.009955413,0.002568885,0.0007624046,0.006365429,0.001128547,0.000004457597,0.00003795703,0.07507956,0.2784812,0.1776884,0.4455456,0.002382142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.464111,0.05245375,0.4614812,0.002404887,0.001705014,0.004791983,0.0006954343,0.001650064,0.01070665],"genre_scores_gemma":[0.9916008,0.006668617,0.0004169109,0.0003439677,0.0006352783,0.0002145531,0.00004780824,0.00003842378,0.00003370432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5274898,"threshold_uncertainty_score":0.6477551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045337962724723,"score_gpt":0.2889041322103759,"score_spread":0.2684507525831286,"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."}}