{"id":"W4393313064","doi":"10.1016/j.colsurfa.2024.133809","title":"Soft and stretchable protective substrates for wearable thermal managements: Polydimethylsiloxane (PDMS) composites containing paraffin microcapsules with silica nanoshells","year":2024,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fluidigm (Canada)","funders":"Natural Science Foundation of Zhejiang Province","keywords":"Materials science; Polydimethylsiloxane; Composite material; Composite number; Thermal; Paraffin wax","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":[0.00009612732,0.0002805259,0.0003021832,0.00007096028,0.0001082456,0.0003103452,0.00007691658,0.00008284257,0.000002309934],"category_scores_gemma":[0.000007676697,0.0002399016,0.00003541678,0.0001895706,0.0001058487,0.0001592346,0.00006073228,0.0002192603,0.000001046378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003481226,"about_ca_system_score_gemma":0.00001293839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003508563,"about_ca_topic_score_gemma":0.00001076771,"domain_scores_codex":[0.9989617,0.000006612322,0.0001485848,0.0003618848,0.0001156439,0.0004055368],"domain_scores_gemma":[0.9995587,0.0001653528,0.00001223325,0.00009798961,0.00003454273,0.0001311666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004930742,0.00002054946,0.00008855115,0.0008416036,0.0002145263,0.000009376959,0.0002388803,0.03266858,0.9623207,0.001630626,0.00001867434,0.001898646],"study_design_scores_gemma":[0.0004645082,0.0002068082,0.0009076927,0.0003375405,0.00004083003,0.000008628688,0.0001654983,0.9249371,0.07202972,0.0004140307,0.0001252622,0.0003623888],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857423,0.0110856,0.002218091,0.00006473339,0.00003995821,0.0004445602,0.0000473194,0.0002052732,0.0001521194],"genre_scores_gemma":[0.9976047,0.0004711326,0.001631408,0.000005726626,0.00004179172,0.00008250817,0.00001587661,0.00005477946,0.00009212335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8922685,"threshold_uncertainty_score":0.9782903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004711720664622515,"score_gpt":0.196729955638393,"score_spread":0.1920182349737705,"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."}}