{"id":"W4367835804","doi":"10.1016/j.materresbull.2023.112325","title":"Electron transport properties and free electron density evolution during the phase change in VO2 thin films","year":2023,"lang":"en","type":"article","venue":"Materials Research Bulletin","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Condensed matter physics; Materials science; Electron transport chain; Free electron model; Hysteresis; Electron; Phase transition; Thin film; Phase (matter); Lattice (music); Vanadium dioxide; Nanotechnology; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00730874,0.0002694672,0.0004571014,0.0004080035,0.0005170358,0.0003050996,0.0006054284,0.0001683846,0.001903816],"category_scores_gemma":[0.000347507,0.0001962648,0.00004683773,0.0006100335,0.000359458,0.0002472647,0.0002322273,0.000262253,0.0009197368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953353,"about_ca_system_score_gemma":0.00008491828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003242776,"about_ca_topic_score_gemma":0.0004939597,"domain_scores_codex":[0.9949292,0.00159665,0.000616038,0.0006521543,0.0009349152,0.001271032],"domain_scores_gemma":[0.9989188,0.0001242676,0.0000993161,0.0005836827,0.0001527328,0.0001211667],"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":[0.001105014,0.00008318952,0.0001540088,0.0002397607,0.00000627482,0.00006581871,0.0009028206,0.000006637103,0.9965619,0.000254384,0.0006006756,0.00001953189],"study_design_scores_gemma":[0.001452929,0.0002245896,0.04098565,0.0001150705,0.000007857539,0.00002407404,0.0001324623,0.00001236671,0.9555742,0.0003991395,0.0008534347,0.0002182231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935349,0.0002906047,0.000004226842,0.003887744,0.0003040289,0.001506161,0.000161285,0.0002771038,0.00003394156],"genre_scores_gemma":[0.9981719,0.0002207345,0.00006695812,0.00006327444,0.0002693265,0.0006898979,0.00003692453,0.00005139516,0.0004296447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04098768,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06624296768350253,"score_gpt":0.3196003728164715,"score_spread":0.2533574051329689,"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."}}