{"id":"W4210901669","doi":"10.1016/j.porgcoat.2022.106715","title":"Superhydrophobic and icephobic polyurethane coatings: Fundamentals, progress, challenges and opportunities","year":2022,"lang":"en","type":"article","venue":"Progress in Organic Coatings","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Materials science; Polyurethane; Durability; Toughness; Abrasion (mechanical); Nanotechnology; Composite material","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001337226,0.0002906148,0.0003853733,0.0001803533,0.0006308157,0.0001669048,0.0003264985,0.00008547106,0.001966528],"category_scores_gemma":[0.00005700435,0.0003119977,0.00003116982,0.0002066095,0.0008451691,0.0002698898,0.0006700407,0.0003301479,0.00001171955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563582,"about_ca_system_score_gemma":0.0001350044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007184476,"about_ca_topic_score_gemma":0.00004505113,"domain_scores_codex":[0.9973307,0.0004258928,0.0004746167,0.0006750498,0.0005580811,0.000535662],"domain_scores_gemma":[0.999074,0.0001463368,0.0001939954,0.0003327368,0.0000622064,0.000190764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004252851,0.001624991,0.09014283,0.00107695,0.00004434134,0.0003557769,0.1807109,0.000005114289,0.5146629,0.01291852,0.0003604324,0.197672],"study_design_scores_gemma":[0.01802088,0.004735286,0.09301321,0.001151181,0.0003609053,0.002733815,0.3977607,0.003439973,0.2440913,0.006108338,0.2200726,0.008511786],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391021,0.05431044,0.000002208999,0.005230668,0.0002246606,0.0005148818,0.00002320462,0.0002051958,0.0003866991],"genre_scores_gemma":[0.9940409,0.004398891,0.0004730425,0.0004005373,0.00004288551,0.0002767852,0.00001837635,0.00005508766,0.0002934914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2705716,"threshold_uncertainty_score":0.9999332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04694355575416094,"score_gpt":0.2627757544287753,"score_spread":0.2158321986746143,"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."}}