{"id":"W4385073182","doi":"10.1093/micmic/ozad067.216","title":"David Joy’s Invaluable Contribution to Modern Scanning (Transmission) Electron Microscopy and Analysis","year":2023,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transmission electron microscopy; Scanning transmission electron microscopy; Materials science; Nanotechnology; Art","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":[0.001288843,0.0004850207,0.0009650786,0.001218818,0.0007928472,0.0005213153,0.0003700365,0.0002262591,0.0002522676],"category_scores_gemma":[0.00005408146,0.0004599205,0.0002651427,0.003217028,0.0001853143,0.0003432548,0.0002051821,0.0002842054,0.0001103603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782832,"about_ca_system_score_gemma":0.0001064275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004738617,"about_ca_topic_score_gemma":0.000193773,"domain_scores_codex":[0.9964266,0.0002012982,0.0006334887,0.00121861,0.0003419634,0.001178042],"domain_scores_gemma":[0.998587,0.00009200368,0.0001921259,0.0005473368,0.0001855283,0.0003960751],"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":[0.0001394802,0.0000477741,0.00496321,0.00003349157,0.0003132513,0.000008456092,0.0005845276,0.00008577855,0.9912978,0.0001513315,0.001498603,0.00087633],"study_design_scores_gemma":[0.0004361143,0.0002195509,0.002375343,0.00005334755,0.001466331,0.00001001294,0.00006137319,0.00190145,0.986262,0.0007469905,0.005942571,0.0005249627],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270985,0.003031968,0.0678691,0.0008539977,0.00005261607,0.0004322042,0.00008895903,0.000479377,0.0000932749],"genre_scores_gemma":[0.9777198,0.001592033,0.01740694,0.0008160832,0.00005945999,0.00009978747,0.0002756028,0.00005948514,0.001970738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05062137,"threshold_uncertainty_score":0.9997852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00972259183762597,"score_gpt":0.3019970675700435,"score_spread":0.2922744757324175,"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."}}