{"id":"W4392775058","doi":"10.1038/s41598-024-54320-5","title":"Enhancing soot oxidation using microtextured surfaces","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Mitacs; Simon Fraser University; University of Toronto; Canada Foundation for Innovation; British Columbia Knowledge Development Fund; CMC Microsystems","keywords":"Soot; Materials science; Combustion; Biomass (ecology); X-ray photoelectron spectroscopy; Chemical engineering; Ignition system; Nanotechnology; Chemistry; Organic chemistry","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":[0.0000621081,0.0003336002,0.0001316548,0.00020044,0.0001167617,0.0002757093,0.0002149426,0.0003542975,0.0008738496],"category_scores_gemma":[0.0001747738,0.0001855832,0.0002704944,0.0001283124,0.0002101097,0.0002013483,0.0002056363,0.0002890051,0.0003096088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171728,"about_ca_system_score_gemma":0.00008544944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000342183,"about_ca_topic_score_gemma":0.001039877,"domain_scores_codex":[0.9999264,0.000003822664,0.00000381303,0.00001627161,0.00003120981,0.00001834996],"domain_scores_gemma":[0.9999166,0.00001550494,0.00002784748,0.00001425973,0.00001641041,0.000009319965],"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":[0.00001157874,0.000006908077,0.0001523349,0.00002586938,0.000002638297,0.00002734987,0.00001130697,0.0002414876,0.9984753,0.00004159319,0.00002280125,0.0009809564],"study_design_scores_gemma":[0.00000463015,0.0001204186,0.002593576,0.000002959173,0.000007226246,0.00006328252,0.00002788735,0.001371097,0.9946297,0.00003186397,0.001142324,0.000005071267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949048,0.0004292198,0.003056074,0.00003853444,0.00003062609,0.00001422714,0.00007918028,0.0001199663,0.001327457],"genre_scores_gemma":[0.9943464,0.0002853462,0.004151108,0.000027798,0.000008738293,0.00001423148,0.00007454984,0.00001762892,0.001074034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008738496,"threshold_uncertainty_score":0.002923369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174738757463207,"score_gpt":0.2813754773635979,"score_spread":0.2639016016172772,"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."}}