{"id":"W2324657020","doi":"10.1017/s1431927612006083","title":"Chemical and structural characterization with soft X-ray spectro-microscopies in correlation with electron and atomic force microscopies","year":2012,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Characterization (materials science); Phoenix; Atomic force microscopy; Electron probe microanalysis; Microanalysis; Electron microscope; X-ray; Materials science; Crystallography; Nanotechnology; Scanning electron microscope; Chemistry; Physics; Optics; Composite material; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002439291,0.0003011143,0.0002128679,0.00100851,0.0004251155,0.0005531276,0.0004096995,0.0003330977,0.01222522],"category_scores_gemma":[0.0004720384,0.0002114964,0.0002411093,0.0003901372,0.0003971332,0.0005665233,0.0002588133,0.0005580476,0.001339552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002734306,"about_ca_system_score_gemma":0.000223489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222426,"about_ca_topic_score_gemma":0.004667674,"domain_scores_codex":[0.9998556,0.000008514126,0.000007391828,0.00003033868,0.00007582048,0.000022251],"domain_scores_gemma":[0.9997752,0.00005233421,0.00003790949,0.00003268283,0.00008475486,0.0000171641],"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":[0.00008855296,0.00002258648,0.0008590623,0.00008726067,0.00001257452,0.00006453753,0.00003099943,0.0003131129,0.9911459,0.000607199,0.000769742,0.005998491],"study_design_scores_gemma":[0.00001116627,0.00005658944,0.01674158,0.00001010836,0.0000269272,0.0001875903,0.00009495194,0.00624978,0.9696102,0.0004699736,0.006525703,0.00001535408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166701,0.003579005,0.04992252,0.0008086275,0.0003115808,0.000153416,0.005229036,0.0007149659,0.02261077],"genre_scores_gemma":[0.9507101,0.001576355,0.02592727,0.0001926485,0.00006654733,0.00007147948,0.001933962,0.0001436904,0.01937794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01222522,"threshold_uncertainty_score":0.04089743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002937976920450882,"score_gpt":0.234805391857132,"score_spread":0.2318674149366811,"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."}}