{"id":"W4225776898","doi":"10.1117/12.2638057","title":"Combined hydrogel and elastomer coatings for cooling supercoiled nylon actuators","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Composite material; Silicone; Elastomer; Nylon 6; Coating; Actuator; Silicone rubber; Layer (electronics); Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001488872,0.0003986315,0.0002019139,0.0001681919,0.00008861486,0.0001783953,0.0003047565,0.0003027416,0.0009290215],"category_scores_gemma":[0.0002088903,0.0001971788,0.0002419939,0.0001481549,0.0001597129,0.0003836645,0.0002072443,0.0002972483,0.0001903398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212973,"about_ca_system_score_gemma":0.00007561758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003796254,"about_ca_topic_score_gemma":0.001078854,"domain_scores_codex":[0.9997409,0.00001622649,0.00001814181,0.00006513979,0.0001206162,0.00003899387],"domain_scores_gemma":[0.9997817,0.00004998104,0.00008557695,0.00001773267,0.00004187873,0.00002324051],"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":[0.00001767094,0.000005424619,0.00006564106,0.0000282035,0.000004283474,0.00001645987,0.000005843693,0.00009898676,0.99879,0.00001294704,0.00001285008,0.0009418739],"study_design_scores_gemma":[0.000005311625,0.00008114984,0.001064238,0.000002640371,0.000007449259,0.00007742492,0.000005384723,0.001081732,0.9973086,0.00000574454,0.0003567244,0.000003618909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837416,0.001575151,0.0130963,0.00003671871,0.00006232549,0.00002699655,0.00008561071,0.00009841478,0.001276956],"genre_scores_gemma":[0.9834147,0.0004088664,0.01406719,0.00004197266,0.00001723359,0.00003302248,0.00006544403,0.00003179929,0.00191971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009290215,"threshold_uncertainty_score":0.003107905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015779348230691,"score_gpt":0.210179987603848,"score_spread":0.2000221941215411,"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."}}