{"id":"W4287021075","doi":"","title":"VO2 thin films as electromagnetic shields with dynamic effectiveness","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Shields; Materials science; Electromagnetic shielding; Computer science; Composite material","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006788109,0.0005605482,0.000800992,0.0002018696,0.0003337147,0.001171519,0.001412548,0.0004767943,0.002074274],"category_scores_gemma":[0.0009284393,0.0005415185,0.0002377834,0.0004552922,0.0003541075,0.000278297,0.0008570877,0.0006161868,0.000214023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803311,"about_ca_system_score_gemma":0.0007180879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459231,"about_ca_topic_score_gemma":0.001714765,"domain_scores_codex":[0.9848758,0.01177982,0.000669699,0.001347029,0.000747416,0.0005802518],"domain_scores_gemma":[0.9934234,0.00154893,0.0005663357,0.002424663,0.001804618,0.0002320538],"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":[0.00007749077,0.0003741028,0.0001148719,0.0004541047,0.00005636293,0.00004451551,0.002385035,0.0002275496,0.9900054,0.005253412,0.00004154427,0.0009655501],"study_design_scores_gemma":[0.0008045646,0.000003641922,0.0073588,0.002934329,0.0001247067,0.00007864186,0.0001155375,0.001289682,0.9845458,0.001850159,0.0002055222,0.0006886239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9493638,0.0009341121,0.0389907,0.001648986,0.0004952466,0.0008153425,0.0000998879,0.0004534395,0.007198536],"genre_scores_gemma":[0.9411775,0.0001849252,0.05551998,0.0001098384,0.00001602118,0.000235828,0.0005811769,0.00009144601,0.002083278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01652927,"threshold_uncertainty_score":0.9998654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006279432715489099,"score_gpt":0.2189225884112688,"score_spread":0.2126431556957797,"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."}}