{"id":"W2925744672","doi":"10.1016/j.ijheatmasstransfer.2019.03.079","title":"Icephobic performance of superhydrophobic coatings: A numerical analysis","year":2019,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Icing; Volume of fluid method; Contact angle; Composite material; Thermal; Mechanics; Flow (mathematics); Thermodynamics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003830322,0.0001091009,0.0003444293,0.0002590415,0.0000275833,0.00004158649,0.0002900289,0.00005317717,0.001625971],"category_scores_gemma":[0.00001343906,0.00008576977,0.0001834108,0.000195625,0.00006824922,0.0002785156,0.00001480159,0.0001225641,0.00003139269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003708138,"about_ca_system_score_gemma":0.00005653503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004503351,"about_ca_topic_score_gemma":0.000002336632,"domain_scores_codex":[0.998596,0.0000567253,0.0005329442,0.0001470875,0.0005385058,0.0001288068],"domain_scores_gemma":[0.9993101,0.00008217341,0.00005393185,0.0001115714,0.0003611202,0.00008114699],"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":[0.0002593552,0.00007068839,0.06906338,0.00001564762,0.0001305466,0.000005666987,0.0005024245,0.002758049,0.9269431,0.00009431136,0.00001295234,0.0001439396],"study_design_scores_gemma":[0.002519177,0.0006200878,0.04537095,0.00009715527,0.0003626445,0.0001300096,0.0004155291,0.0277226,0.9206381,0.00007595265,0.001734249,0.0003135808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937559,0.0001816565,0.004827507,0.0003167978,0.0005100904,0.00006435221,0.00001555699,0.000007753561,0.0003203649],"genre_scores_gemma":[0.9989865,0.0001840377,0.000551939,0.0001282793,0.00004888366,0.000001246296,0.000003398101,0.000007652078,0.00008801618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02496455,"threshold_uncertainty_score":0.9992867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00959999886434428,"score_gpt":0.2394291488872055,"score_spread":0.2298291500228612,"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."}}