{"id":"W2111263954","doi":"10.1017/s1431927611000456","title":"An Open-Source Engine for the Processing of Electron Backscatter Patterns: EBSD-Image","year":2011,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; McGill University","funders":"","keywords":"Electron backscatter diffraction; Materials science; Backscatter (email); Optics; Diffraction; Computer science; Physics; Telecommunications","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":[0.0002102476,0.0001464549,0.0002166072,0.00006828022,0.0002733635,0.0001686894,0.001331408,0.00003788942,0.00001213607],"category_scores_gemma":[0.000005234911,0.0001075229,0.00006063827,0.0003961688,0.00008305908,0.0005612325,0.0002387795,0.0000900233,0.000002767214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000148607,"about_ca_system_score_gemma":0.00002377071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007689024,"about_ca_topic_score_gemma":0.0000447142,"domain_scores_codex":[0.9989619,0.00003319193,0.0002502309,0.0004278461,0.00006474859,0.0002620735],"domain_scores_gemma":[0.9989487,0.00006869974,0.0001736154,0.0006561771,0.00009839588,0.0000544472],"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":[0.00003597257,0.0001602329,0.0008103076,0.00004488749,0.00009216266,5.015052e-7,0.001691241,0.00009825859,0.9046596,0.0003460254,0.0003584134,0.09170239],"study_design_scores_gemma":[0.0003651728,0.0001489476,0.001467684,0.00002588852,0.0001745497,0.00001012129,0.0001079368,0.02523427,0.9671489,0.0007617951,0.004306592,0.0002481346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07202317,0.0007595505,0.9264784,0.000305335,0.00001509605,0.0003366664,0.000009536757,0.00003661242,0.0000356544],"genre_scores_gemma":[0.8059126,0.0001107921,0.1931213,0.0004990192,0.00003116561,0.00009877744,0.00001095485,0.00001848503,0.0001968756],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7338895,"threshold_uncertainty_score":0.4384656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871878089199475,"score_gpt":0.2934438939592494,"score_spread":0.2747251130672547,"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."}}