{"id":"W4244885947","doi":"10.1002/9783527687596.ch10","title":"Bioinspired Icephobicity","year":2018,"lang":"en","type":"other","venue":"","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Icing; Wetting; Contact angle; Drop (telecommunication); Materials science; Sessile drop technique; Substrate (aquarium); Supercooling; Solid surface; Nucleation; Composite material; Nanotechnology; Chemistry; Geology; Chemical physics; Meteorology; Mechanical engineering; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001517344,0.0002115693,0.0002495892,0.0001117134,0.00005256555,0.0000552946,0.0003452506,0.0002686149,0.3437802],"category_scores_gemma":[0.00002390332,0.0001694782,0.00006534423,0.0001091295,0.0001926538,0.00002783444,0.00006731553,0.00005184471,0.08163829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002941962,"about_ca_system_score_gemma":0.00005200196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008508041,"about_ca_topic_score_gemma":0.0003022409,"domain_scores_codex":[0.9988866,0.00005664642,0.0001689412,0.0004266688,0.0002309176,0.0002302431],"domain_scores_gemma":[0.9991692,0.00001443173,0.0000930556,0.0005936874,0.0000333561,0.00009630638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002730849,0.00002753558,0.00004003153,0.00001122237,0.000003207806,0.000001256527,0.00001623284,8.731691e-8,0.1232324,0.0002074724,0.876395,0.00006280938],"study_design_scores_gemma":[0.0001162341,0.0000159541,0.00003436068,0.00002040192,0.000007478997,0.000001425994,0.00001153574,0.0000260764,0.06930783,0.00002140988,0.9302077,0.0002296528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008627118,0.00008769083,0.0006372598,0.0000745049,0.001079871,0.0001917702,0.00004336516,0.001010244,0.9882482],"genre_scores_gemma":[0.00431985,0.00002283076,0.003296851,0.0003668446,0.0003395088,0.00001207112,0.00001887485,0.0002517132,0.9913715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2621419,"threshold_uncertainty_score":0.9190767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192769015051336,"score_gpt":0.2486474577736623,"score_spread":0.2293705562685287,"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."}}