{"id":"W3121830243","doi":"10.1021/acsanm.0c02924","title":"4D Imaging of ZnO-Coated Nanoporous Al<sub>2</sub>O<sub>3</sub> Aerogels by Chemically Sensitive Ptychographic Tomography: Implications for Designer Catalysts","year":2021,"lang":"en","type":"article","venue":"ACS Applied Nano Materials","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Basic Energy Sciences; Division of Materials Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Nanoporous; Materials science; Microscopy; Ptychography; Optics; Analytical Chemistry (journal); Nanotechnology; Chemistry; Diffraction; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009542465,0.0002298764,0.0001400856,0.0003130465,0.0001078414,0.0002998161,0.000233531,0.0003601268,0.0007864535],"category_scores_gemma":[0.0002114069,0.000299124,0.0001913403,0.0001868011,0.0003339219,0.0003248134,0.000264922,0.0003259376,0.0001515746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003410848,"about_ca_system_score_gemma":0.0001368893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008975087,"about_ca_topic_score_gemma":0.00154325,"domain_scores_codex":[0.9999319,0.000006071417,0.000004699124,0.00001992686,0.00002571184,0.00001171265],"domain_scores_gemma":[0.9998566,0.00004477011,0.00004085588,0.00002185115,0.00002120247,0.0000146284],"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":[0.00002468575,0.000002603152,0.0002855973,0.00002463944,0.000002205608,0.00006542436,0.00001840056,0.0003736903,0.9984107,0.00006164736,0.0000132933,0.0007170186],"study_design_scores_gemma":[0.00001064874,0.00003633462,0.009676391,0.000006553995,0.000008041465,0.0004400348,0.00007106961,0.008765596,0.9803017,0.00009733195,0.0005762448,0.000009992782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794722,0.0003089999,0.0186203,0.00006467866,0.000009682873,0.00001998613,0.0003638316,0.000178265,0.0009621432],"genre_scores_gemma":[0.9573161,0.0004014163,0.04106058,0.00003057099,0.000006328838,0.00002370092,0.0001936016,0.00006625982,0.0009014776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008975087,"threshold_uncertainty_score":0.002630949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00677159697621641,"score_gpt":0.2383636561469204,"score_spread":0.231592059170704,"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."}}