{"id":"W4409217679","doi":"10.1021/acsomega.4c09094","title":"Elucidation of Local Ordering and Atomic-Scale Structure in Polymer-Derived SiOC","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Office of Science; University of New South Wales; Australian Synchrotron; Analytical Center for the Government of the Russian Federation; Asian Office of Aerospace Research and Development; Natural Sciences and Engineering Research Council of Canada; Canadian Light Source; Australian Institute of Nuclear Science and Engineering; Argonne National Laboratory; U.S. Department of Energy; Air Force Office of Scientific Research; Australian Government; Australian Nuclear Science and Technology Organisation; Ontario Innovation Trust","keywords":"Atomic units; Polymer; Scale (ratio); Statistical physics; Materials science; Chemical physics; Nanotechnology; Physics; Composite material; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009421926,0.0001329794,0.00007539193,0.0001224315,0.0001238596,0.000160385,0.0001296171,0.0001559864,0.0006676434],"category_scores_gemma":[0.0001591168,0.0001250313,0.0001111755,0.00009519562,0.0002080185,0.0001777723,0.00009041591,0.0002812967,0.00009958937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003289707,"about_ca_system_score_gemma":0.0002724568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261799,"about_ca_topic_score_gemma":0.002219477,"domain_scores_codex":[0.9999657,0.000001913998,0.000001060788,0.00001142127,0.00001460473,0.000005214544],"domain_scores_gemma":[0.9999158,0.00003673079,0.00002261261,0.000006540902,0.00001061007,0.000007586812],"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":[0.00001930146,0.000009776431,0.00091429,0.00001939409,0.000003204937,0.00003228822,0.00002288371,0.002159943,0.9952011,0.0002925945,0.00003480425,0.001290375],"study_design_scores_gemma":[0.000005287242,0.00005995349,0.008434253,0.000002763112,0.000005071088,0.00005070902,0.00003701187,0.05890562,0.9317306,0.0001635582,0.0005973829,0.000007818494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909258,0.00009027154,0.007780765,0.00002829416,0.000003428758,0.000009924306,0.0001041409,0.00007121595,0.0009861665],"genre_scores_gemma":[0.9930089,0.0001239309,0.006176239,0.000008928729,0.000002062512,0.000009769437,0.000104586,0.00001721291,0.0005485657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001261799,"threshold_uncertainty_score":0.002508879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004702509535457396,"score_gpt":0.2316116416475988,"score_spread":0.2269091321121414,"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."}}