{"id":"W3187883233","doi":"10.1017/s1431927621007236","title":"Crystal Lattices Reconstruction from Moiré Aliased Scanning Transmission Electron Microscopy Electron Micrograph","year":2021,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Moiré pattern; Materials science; Scanning transmission electron microscopy; Transmission electron microscopy; Scanning electron microscope; Micrograph; Optics; Electron; Crystallography; Nanotechnology; Physics; Chemistry; Composite material; 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":[0.0001665083,0.0004470634,0.0004592498,0.0001501575,0.000508695,0.0001742024,0.0002419277,0.0003433096,0.0000993303],"category_scores_gemma":[0.00001723858,0.0004825502,0.0003173712,0.0005530753,0.0002118426,0.00002945515,0.00009516953,0.0003183184,0.000005310052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006070229,"about_ca_system_score_gemma":0.0001779144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001139043,"about_ca_topic_score_gemma":0.0001065428,"domain_scores_codex":[0.9973519,0.0001218258,0.0005131864,0.001168533,0.0001511718,0.0006933539],"domain_scores_gemma":[0.9987846,0.00002461172,0.0002338296,0.0005859906,0.0001873906,0.0001835519],"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":[0.0001538348,0.0001074285,0.001126002,0.00002104208,0.0002653104,0.000003808561,0.00005623093,0.0000139713,0.9901505,0.00002211327,0.001078054,0.007001694],"study_design_scores_gemma":[0.0005162247,0.0001554762,0.0001789208,0.0000521642,0.00031978,0.00008186031,0.0001144735,0.00003854666,0.927825,0.0003697923,0.06985804,0.0004897027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8986853,0.01977026,0.08060033,0.0003019549,0.00005207192,0.0002321656,0.0001258222,0.00007610072,0.0001559655],"genre_scores_gemma":[0.8399975,0.01315063,0.1409553,0.0008417741,0.0002863457,0.0001036035,0.00261973,0.000127661,0.001917413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06877999,"threshold_uncertainty_score":0.9997626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005367031820601564,"score_gpt":0.2961450038581451,"score_spread":0.2907779720375436,"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."}}