{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001417945,0.0001623321,0.0003151879,0.0001259345,0.00007819879,0.00001779196,0.0001293442,0.00004432032,0.00004112576],"category_scores_gemma":[0.00006756266,0.0001773354,0.00002329513,0.0001667083,0.00002214372,0.0001328875,0.00009413902,0.0001235403,0.000001449803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008414001,"about_ca_system_score_gemma":0.000008936794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005756593,"about_ca_topic_score_gemma":8.412798e-7,"domain_scores_codex":[0.9992297,0.00001577581,0.0002124094,0.0001447526,0.0001031813,0.0002942086],"domain_scores_gemma":[0.9996376,0.00008340066,0.00004847955,0.0001825342,0.00001739756,0.00003059221],"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":[0.000006387947,0.000003184147,0.000009075789,0.0001014135,0.00002851619,0.000003491787,0.0001535299,0.4306623,0.5675141,0.0003146189,0.00001767806,0.001185708],"study_design_scores_gemma":[0.0002037138,0.00004966803,0.0005254519,0.00004258711,0.00001850835,0.00002044507,0.0003527622,0.005511475,0.99221,0.0003939018,0.0004794813,0.0001919483],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957176,0.0002765135,0.002568198,0.0000191829,0.0003871993,0.0001159778,0.0000448925,0.0007655945,0.0001048259],"genre_scores_gemma":[0.9938383,0.0001807286,0.005803321,0.000005894637,0.00001532052,0.00006828579,0.000006668301,0.00004594348,0.00003559462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4251508,"threshold_uncertainty_score":0.7231526,"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."}}