{"id":"W2965051427","doi":"10.1017/s1431927619001855","title":"Scanning Electron Microscope 3D Surface Reconstruction via Optimization","year":2019,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scanning electron microscope; Materials science; Surface (topology); Electron microscope; Surface reconstruction; Optics; Physics; Mathematics; Geometry; Composite material","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005123802,0.0003446923,0.0005182372,0.0002121685,0.0003136256,0.0002881523,0.000259157,0.0001907292,0.00139886],"category_scores_gemma":[0.00001191873,0.0003397406,0.0001269939,0.000534325,0.0001491026,0.0004661396,0.00008650773,0.0002484559,0.0001944978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001801279,"about_ca_system_score_gemma":0.00007611423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003224691,"about_ca_topic_score_gemma":0.0000502958,"domain_scores_codex":[0.9977684,0.0001303054,0.0004654846,0.0007992447,0.0001815599,0.0006549988],"domain_scores_gemma":[0.9990189,0.00003699633,0.0002606125,0.0004461891,0.0001239278,0.0001133645],"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":[0.00007538746,0.00003808735,0.003545634,0.00003133533,0.0000417153,0.000001146213,0.0001162301,0.001150835,0.993984,0.00003331845,0.0002444623,0.0007378561],"study_design_scores_gemma":[0.0003499292,0.0001826484,0.00009744885,0.00005333263,0.000136439,0.0000570209,0.000052771,0.003451513,0.9941764,0.00007077031,0.000981407,0.0003902872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377803,0.001973813,0.05846548,0.0001273767,0.0002241478,0.0003288577,0.00001410691,0.0002587837,0.0008271973],"genre_scores_gemma":[0.8194552,0.0007590123,0.1768553,0.0003348209,0.00007082806,0.00001372729,0.00006055459,0.00006166199,0.00238895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183898,"threshold_uncertainty_score":0.9999055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004935799792969194,"score_gpt":0.2507055064982754,"score_spread":0.2457697067053063,"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."}}