{"id":"W4311511282","doi":"10.3389/fmats.2022.1013848","title":"Review of the VO2 smart material applications with emphasis on its use for spacecraft thermal control","year":2022,"lang":"en","type":"article","venue":"Frontiers in Materials","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; MPB Technologies & Communications (Canada)","funders":"","keywords":"Emissivity; Materials science; Optoelectronics; Black-body radiation; Low emissivity; Spacecraft; Semiconductor; Phase transition; Optics; Engineering physics; Aerospace engineering; Physics; Thermodynamics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002196118,0.0005467955,0.0004856829,0.001515476,0.0001926306,0.0005958555,0.0003919173,0.000454537,0.003654274],"category_scores_gemma":[0.000278452,0.0002862825,0.0003392667,0.001590188,0.0001821914,0.0007946203,0.0002952624,0.0005916218,0.001554844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790082,"about_ca_system_score_gemma":0.0003869492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005322011,"about_ca_topic_score_gemma":0.0008666063,"domain_scores_codex":[0.9999005,0.0000121156,0.00001280834,0.00002992381,0.00003334653,0.00001139654],"domain_scores_gemma":[0.9998399,0.0000652807,0.00002544855,0.000008004108,0.0000509251,0.00001037877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001116981,0.00009204033,0.0003633953,0.02376318,0.0000930767,0.000293088,0.00008593358,0.001405688,0.03783507,0.01055653,0.04985392,0.8755464],"study_design_scores_gemma":[0.000002255398,0.0001066504,0.0005811248,0.0009726348,0.0000445126,0.0004950884,0.00002996868,0.0002393698,0.005345851,0.0009176915,0.9912512,0.00001362147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001434103,0.989056,0.001337602,0.0002825156,0.0007502421,0.00001089335,0.00007095045,0.00003015107,0.0070276],"genre_scores_gemma":[0.006932352,0.9849347,0.001444744,0.0003058881,0.0005993926,0.00001681021,0.0001246435,0.00001727596,0.0056243],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003654274,"threshold_uncertainty_score":0.01222473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663755506930502,"score_gpt":0.241467876753391,"score_spread":0.224830321684086,"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."}}