{"id":"W4399491933","doi":"10.3390/biomimetics9060349","title":"Enhancing Icephobic Coatings: Exploring the Potential of Dopamine-Modified Epoxy Resin Inspired by Mussel Catechol Groups","year":2024,"lang":"en","type":"article","venue":"Biomimetics","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Epoxy; Materials science; Coating; Composite material; Adhesion; Fourier transform infrared spectroscopy; Attenuated total reflection; Ice nucleus; Chemical engineering; Chemistry; Nucleation; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0009340417,0.0002030527,0.0002446621,0.0001204493,0.0002044904,0.0002082321,0.0004357815,0.00009149163,0.0001094464],"category_scores_gemma":[0.0001568204,0.0001512525,0.0001018333,0.0004876306,0.0002185464,0.0002164756,0.0001247982,0.0001573249,0.0001555503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007621391,"about_ca_system_score_gemma":0.00008062388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005004909,"about_ca_topic_score_gemma":0.00001761876,"domain_scores_codex":[0.9981182,0.0001556794,0.0005669129,0.0004183797,0.0004172329,0.0003236116],"domain_scores_gemma":[0.9989485,0.0002585325,0.0001130902,0.0005012731,0.00009712094,0.00008149901],"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":[0.0000195517,0.00005085896,0.00001672744,0.00007125639,0.000009106542,0.000004987004,0.0009925232,0.00009641355,0.9972636,0.0003652947,0.000516114,0.0005935551],"study_design_scores_gemma":[0.0002222476,0.00004709497,0.0002090948,0.00006525814,0.00004006829,0.000007826457,0.0007062686,0.002427882,0.9940028,0.00007109387,0.002013561,0.0001868643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825115,0.0007746611,0.0142494,0.0004171573,0.001349053,0.0002651568,0.00004838418,0.0002220544,0.0001626016],"genre_scores_gemma":[0.998409,0.00007312908,0.0008923709,0.00008966277,0.000103312,0.00004634746,0.00001740456,0.00003720441,0.0003315861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01589745,"threshold_uncertainty_score":0.6167896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117871651762626,"score_gpt":0.2562796285408672,"score_spread":0.225100912023241,"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."}}