{"id":"W4283514475","doi":"10.1002/adem.202200573","title":"Durable Metallic Surfaces Capable of Passive and Active De‐Icing","year":2022,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Toronto; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Canada Foundation for Innovation","keywords":"Icing; Materials science; Durability; Icing conditions; Composite material; Elastomer; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001212312,0.0002910061,0.000131928,0.0002141363,0.0001912055,0.0003781035,0.0002044929,0.0005273623,0.001217478],"category_scores_gemma":[0.0002417661,0.0002081514,0.00016638,0.0001438563,0.0002526524,0.0002787213,0.000287733,0.0002915126,0.0004739411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145166,"about_ca_system_score_gemma":0.0001831138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003276137,"about_ca_topic_score_gemma":0.0009638696,"domain_scores_codex":[0.9998257,0.000008898565,0.000006790376,0.00002813502,0.00008315875,0.00004732841],"domain_scores_gemma":[0.9998447,0.00002435085,0.00004629148,0.00002708005,0.0000369197,0.00002073824],"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":[0.00002012222,0.00001235924,0.0004906788,0.00005655141,0.000004229024,0.00006908138,0.00002130245,0.0008919953,0.9941453,0.0001719182,0.0001295566,0.003986896],"study_design_scores_gemma":[0.00001238574,0.0003172616,0.007067913,0.00001392583,0.00001333546,0.0001866781,0.00009447176,0.006325916,0.9784298,0.00009643294,0.007428133,0.00001389629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984129,0.0005502517,0.009004604,0.00006549923,0.00004466643,0.00003817434,0.0001804729,0.0002528735,0.005734458],"genre_scores_gemma":[0.9909897,0.0002216438,0.006445812,0.0000323787,0.000008421017,0.00003288618,0.0001773548,0.00002832207,0.002063535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001217478,"threshold_uncertainty_score":0.004072905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004079201018790369,"score_gpt":0.1806510876974366,"score_spread":0.1765718866786462,"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."}}