{"id":"W3191617539","doi":"10.1017/s1431927621008874","title":"Low Dose 4D Scanning Transmission Electron Microscopy of Block Copolymers and Homopolymers at 30 keV in an SEM","year":2021,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Block Copolymer Self-Assembly","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hitachi (Canada); University of Victoria","funders":"University of Cambridge","keywords":"Copolymer; Transmission electron microscopy; Materials science; Scanning electron microscope; Scanning transmission electron microscopy; Block (permutation group theory); Electron; Nanotechnology; Composite material; Physics; Polymer; Nuclear physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004438386,0.0004981853,0.0009650915,0.0004041313,0.000465457,0.0002445211,0.0003336004,0.0002707649,0.0004049165],"category_scores_gemma":[0.00001579955,0.0005132328,0.0001777353,0.0009444913,0.0004836731,0.0003783357,0.0002202732,0.0002527927,0.0000127929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611988,"about_ca_system_score_gemma":0.0002637789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007951464,"about_ca_topic_score_gemma":0.0008505068,"domain_scores_codex":[0.9964769,0.0003543621,0.000816942,0.001188758,0.0003002394,0.0008628116],"domain_scores_gemma":[0.9985272,0.00009608352,0.000297315,0.0006161528,0.0001194386,0.000343789],"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":[0.0002335439,0.0002561287,0.00368093,0.0001790774,0.00007138794,0.00005958486,0.001829432,0.0000177967,0.9918414,0.000009102742,0.0001034383,0.001718178],"study_design_scores_gemma":[0.00146995,0.000170958,0.0007012109,0.000212019,0.00036625,0.0001045105,0.0007795665,0.0002587321,0.9951546,0.00001448481,0.0002478425,0.0005199341],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674357,0.03155083,0.0003589909,0.0001889882,0.0001060478,0.0001846072,0.00006169682,0.00005300245,0.00006012835],"genre_scores_gemma":[0.9936982,0.001278611,0.00417387,0.0002378212,0.00003510422,0.00001417522,0.00005230627,0.00006088285,0.0004489695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03027222,"threshold_uncertainty_score":0.9997319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006306298532672148,"score_gpt":0.2635688799063061,"score_spread":0.2572625813736339,"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."}}