{"id":"W4362586054","doi":"10.1016/j.matchemphys.2023.127700","title":"Energy-efficient anti-icing performance of a hybrid superhydrophobic and electrothermal coating on metallic substrates","year":2023,"lang":"en","type":"article","venue":"Materials Chemistry and Physics","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Ocean Frontier Institute","keywords":"Materials science; Coating; Composite material; Superhydrophobic coating; Polydimethylsiloxane; Contact angle; Substrate (aquarium); Layer (electronics); Fabrication; Surface energy","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":[0.0002831128,0.000176193,0.0002912233,0.00001088665,0.0001577405,0.0000755963,0.0001023221,0.00003857776,0.0001598849],"category_scores_gemma":[0.00001095367,0.000159302,0.0000260461,0.0001269755,0.0001335138,0.00006587721,0.00005299649,0.00004967382,0.00001528443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001150109,"about_ca_system_score_gemma":0.00002301935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003747817,"about_ca_topic_score_gemma":1.238391e-7,"domain_scores_codex":[0.9989578,0.00004438322,0.0002646396,0.0003068269,0.0001690142,0.0002573638],"domain_scores_gemma":[0.9995514,0.00006571894,0.00009919629,0.0001884032,0.00003611071,0.00005919885],"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":[0.00003864301,0.00003994882,0.0001617931,0.0001988714,0.00000618725,0.000002511944,0.0001732242,0.0007106935,0.9983634,0.00009604781,0.000004745836,0.0002039439],"study_design_scores_gemma":[0.0002241514,0.00003292053,0.000567838,0.00005594283,0.00001177416,0.000009461844,0.00005683811,0.008768858,0.9900306,0.00005784473,0.00001718014,0.0001665232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995044,0.00004279152,0.00002285334,0.00001917036,0.00007092678,0.00006920034,0.0000535396,0.00007887765,0.0001381988],"genre_scores_gemma":[0.9996163,0.00009076163,0.00004651773,0.00002816136,0.00006995232,0.00001453767,0.00003548964,0.00001845861,0.00007981596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008332723,"threshold_uncertainty_score":0.6496145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409789858743658,"score_gpt":0.217857021737723,"score_spread":0.2037591231502865,"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."}}