{"id":"W4404905845","doi":"10.1021/acsami.4c15356","title":"Developing an Analysis Procedure and Dispersion Model for Pristine and W-Doped VO <sub>2</sub> Thin Films Using Density Functional Theory and Spectroscopic Ellipsometry","year":2024,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Materials science; Dopant; Doping; Density functional theory; Thin film; Dispersion (optics); Absorption (acoustics); Phase transition; Optoelectronics; Optics; Nanotechnology; Condensed matter physics; Computational chemistry; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001429815,0.0003612461,0.000624955,0.0002875445,0.0003112648,0.0008859153,0.0001273634,0.0001665447,0.0000819171],"category_scores_gemma":[0.00004580981,0.0003062145,0.0000234899,0.0002302244,0.0002487638,0.0005166359,0.0001717398,0.00006884322,0.000009732155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006124528,"about_ca_system_score_gemma":0.00007883752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000145456,"about_ca_topic_score_gemma":0.00001911455,"domain_scores_codex":[0.9978868,0.0001249626,0.0005377109,0.0008738752,0.0002254101,0.0003512504],"domain_scores_gemma":[0.9992962,0.000168586,0.0001599622,0.0002040606,0.00007186934,0.00009930442],"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":[0.0005604515,0.00002521485,0.0000307155,0.000631663,0.0001116695,0.000002551774,0.0005796941,0.0003908147,0.990159,0.00738731,0.000009771982,0.0001111966],"study_design_scores_gemma":[0.0003959952,0.00005734684,0.0006242436,0.0001168663,0.0005457618,0.00002661182,0.0002840217,0.003065811,0.9876044,0.006916782,0.000001014671,0.0003611781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956256,0.0004728273,0.04182031,0.0000581444,0.0003471787,0.0006148954,0.0002425168,0.000184363,0.000003700887],"genre_scores_gemma":[0.9852484,0.0001125938,0.01422856,0.00009564633,0.0001094193,0.00006348687,0.00007597583,0.00004620304,0.0000196968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02899235,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295945207370922,"score_gpt":0.2670587442095703,"score_spread":0.2440992921358611,"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."}}