{"id":"W4415491838","doi":"10.1021/acsomega.5c01186","title":"Effect of Dry Oxidation on the Optical Response and Morphology of Mesoporous Hybrid Structures","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Universidad Nacional Autónoma de México","keywords":"Porous silicon; Wafer; Etching (microfabrication); Mesoporous material; Silicon; Refractive index; Light scattering; Doping; Rayleigh scattering","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":[],"consensus_categories":[],"category_scores_codex":[0.000607167,0.00009006574,0.0001950193,0.00006204084,0.00004812805,0.00001381668,0.0001789409,0.00005048804,0.0000300854],"category_scores_gemma":[0.0009678261,0.00005387329,0.00002621425,0.0001108934,0.000283015,0.00003223315,0.00007215046,0.00006550526,0.000001930524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009649101,"about_ca_system_score_gemma":0.00003326465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006206851,"about_ca_topic_score_gemma":0.000001825888,"domain_scores_codex":[0.9991019,0.0002878086,0.0001854054,0.0001697139,0.0001259448,0.0001292559],"domain_scores_gemma":[0.9980724,0.001490307,0.0000872415,0.0002885842,0.00003806794,0.00002343072],"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":[0.001420952,0.000006904721,0.002710354,0.00003747183,0.000005578104,0.000003173733,0.00004923004,0.000005802054,0.9904836,0.004118682,0.0002349037,0.0009233652],"study_design_scores_gemma":[0.0002873515,0.0003650242,0.05640382,0.00001987164,0.00001659671,0.000006220994,0.00001298694,0.00001193291,0.9418719,0.0008951357,0.00006836723,0.00004081687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990385,0.0001450615,0.000007197813,0.0002430033,0.0002197525,0.0001913876,0.00001733326,0.00001019888,0.0001276152],"genre_scores_gemma":[0.9997187,0.00001040396,0.00004827049,0.0001482003,0.00001210872,0.00000685096,0.000001972512,0.000004030809,0.00004946864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05369346,"threshold_uncertainty_score":0.2196889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005432574418056448,"score_gpt":0.2546939790096468,"score_spread":0.2492614045915904,"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."}}