{"id":"W4383343711","doi":"10.1002/adfm.202305517","title":"Skin‐Inspired Nanofluid‐Filled Surfaces with Tunable Icephobic, Photothermal, and Energy Absorption Properties","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Okanagan University College; University of British Columbia; University of Toronto","funders":"University of Toronto; Canada Foundation for Innovation","keywords":"Materials science; Nanofluid; Composite material; Composite number; Icing; Supercooling; Photothermal therapy; Nanotechnology; Nanoparticle; 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":[0.0003672067,0.0002641576,0.0003357997,0.0001522569,0.0003519051,0.0001812133,0.0001293934,0.0000952398,0.002424937],"category_scores_gemma":[0.00004009593,0.0001982165,0.00003268045,0.0002879082,0.0001913663,0.0005621698,0.00006755564,0.00004077187,0.0006001904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005399208,"about_ca_system_score_gemma":0.000066049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002787327,"about_ca_topic_score_gemma":0.00003139461,"domain_scores_codex":[0.9981841,0.0001314509,0.000364065,0.0005455228,0.0003889312,0.0003858966],"domain_scores_gemma":[0.9992442,0.00007167223,0.0001310146,0.0002885017,0.0001631439,0.0001015276],"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":[0.000636197,0.00004000475,0.00008979365,0.00003908067,0.00001471121,0.000004239021,0.0001644293,0.002757273,0.9951432,0.0005719442,0.0003716004,0.00016757],"study_design_scores_gemma":[0.0008417225,0.0001110586,0.003621535,0.00004324276,0.00001348823,0.00001673005,0.0002614582,0.0002285456,0.9867137,0.0001958602,0.007654701,0.0002979767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973615,0.0001983711,0.0001606944,0.0002136482,0.0008657334,0.0002075534,0.00007654586,0.0004510249,0.0004649667],"genre_scores_gemma":[0.9918383,0.0002546975,0.0004103066,0.000315806,0.00008925096,0.0002427174,0.00009191676,0.00004639546,0.006710608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008429477,"threshold_uncertainty_score":0.998487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021438835679839,"score_gpt":0.2065127241495547,"score_spread":0.1862983357927563,"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."}}