{"id":"W4402478565","doi":"10.1007/s11664-024-11423-z","title":"Compound Model of Twisted and Coiled Polymer Actuators Describing Relationship Between Output Force and Excitation Current","year":2024,"lang":"en","type":"article","venue":"Journal of Electronic Materials","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Higher Education Discipline Innovation Project; National Natural Science Foundation of China","keywords":"Current (fluid); Excitation; Solid-state physics; Polymer; Actuator; Materials science; Condensed matter physics; Physics; Thermodynamics; Engineering; Electrical engineering; Composite material; Quantum mechanics","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":[0.0002086894,0.000674607,0.000814144,0.0004993047,0.0005263665,0.001255067,0.001685979,0.002373044,0.009956596],"category_scores_gemma":[0.0003713575,0.0004517931,0.0006610577,0.000688342,0.0007911925,0.001451387,0.0005262147,0.0006958197,0.002005836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000500257,"about_ca_system_score_gemma":0.0006852115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492569,"about_ca_topic_score_gemma":0.001265623,"domain_scores_codex":[0.9998282,0.00002560576,0.000009765976,0.00006132173,0.00005266217,0.00002235194],"domain_scores_gemma":[0.9998104,0.00005404539,0.00003308083,0.00003005183,0.00005383756,0.00001849629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001267355,0.00007838686,0.0005750155,0.0003461289,0.00007199716,0.0009120819,0.0002625402,0.7328191,0.04012537,0.2104375,0.001983925,0.01226125],"study_design_scores_gemma":[0.00001445664,0.00005579591,0.0002612314,0.000012187,0.00001721863,0.0001810463,0.00002473021,0.9795768,0.001956226,0.01459929,0.00328298,0.00001802429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08633425,0.001185599,0.7585716,0.000635694,0.0003983913,0.0002253529,0.001188467,0.0008413839,0.1506193],"genre_scores_gemma":[0.8783544,0.001100248,0.03735811,0.0001723895,0.00009564754,0.0003815297,0.0005455834,0.000145825,0.0818463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009956596,"threshold_uncertainty_score":0.03330815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05457862442186711,"score_gpt":0.2692670480159535,"score_spread":0.2146884235940864,"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."}}