{"id":"W4390197680","doi":"10.1002/adfm.202312543","title":"Ice‐Shedding Endurance Enhancement of Lubricated Polyurethane NP‐GLIDE Coating Through Dual Cross‐Linking with Covalent and Hydrogen Bonds","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Coating; Composite material; Covalent bond; Lubricant; Lubrication; Polymer; Chemical engineering; Layer (electronics); Hydrogen bond; Molecule; Organic chemistry; Chemistry","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":[0.0007002944,0.0002623139,0.0004282864,0.00008690799,0.0003207336,0.0001006673,0.0001326079,0.0000896296,0.0007976625],"category_scores_gemma":[0.0001201071,0.000228787,0.00003487518,0.0003959479,0.0002462917,0.0004994073,0.0001138509,0.00008046979,0.0001234143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007211011,"about_ca_system_score_gemma":0.00006342535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007120955,"about_ca_topic_score_gemma":0.000003946343,"domain_scores_codex":[0.9976581,0.0001228045,0.0006537252,0.0005829461,0.000548792,0.0004336492],"domain_scores_gemma":[0.9988303,0.0002267817,0.000358206,0.0003022249,0.0002025229,0.00007993899],"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":[0.0004546714,0.00004023011,0.0009673175,0.00009810209,0.00002266219,0.000008005551,0.0003668109,0.006970641,0.9903824,0.0005723881,0.00002899146,0.00008774813],"study_design_scores_gemma":[0.001020921,0.0001223044,0.005253589,0.0001142887,0.00002139713,0.00003237835,0.0001678994,0.0001613044,0.9920438,0.0004416389,0.0003572009,0.000263274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957365,0.0001547207,0.002509248,0.0001932465,0.0005098805,0.000344686,0.000148673,0.0002140399,0.0001890092],"genre_scores_gemma":[0.9955787,0.00009256509,0.003397967,0.0001853958,0.0001010304,0.000101475,0.0001589981,0.00003620874,0.0003476519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006809337,"threshold_uncertainty_score":0.9329662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982785727510789,"score_gpt":0.2781289047961987,"score_spread":0.2483010475210908,"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."}}