{"id":"W4249595793","doi":"10.1149/ma2008-01/27/944","title":"Carbon Nanotube Yarn Actuators: An Electrochemical Impedance Model","year":2008,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Carbon nanotube; Yarn; Materials science; Actuator; Electrical impedance; Composite material; Electrochemistry; Nanotechnology; Nanotube; Electrical engineering; Electrode; Engineering; Physics","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":[0.000194313,0.0005398842,0.0004702498,0.0002328269,0.0002093768,0.0004859785,0.001201073,0.001302936,0.005256198],"category_scores_gemma":[0.0004503718,0.000243551,0.0004275246,0.0003960572,0.0002736272,0.001583786,0.0003019799,0.0006160276,0.002259335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000370236,"about_ca_system_score_gemma":0.0002803606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132592,"about_ca_topic_score_gemma":0.00142844,"domain_scores_codex":[0.9998676,0.00001885753,0.000006025275,0.00003102692,0.00006245009,0.0000140561],"domain_scores_gemma":[0.9998965,0.00004130701,0.00001288477,0.00001360638,0.00002905965,0.000006585264],"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":[0.0002722103,0.0001999518,0.0005926124,0.0005854436,0.00009322963,0.0004716787,0.0001553366,0.5557682,0.3063212,0.08067623,0.006091607,0.04877243],"study_design_scores_gemma":[0.000006509609,0.00003273947,0.0001813538,0.00001019984,0.000009263499,0.00006266422,0.000006338991,0.9859031,0.008027497,0.002666927,0.00308213,0.00001135061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0615762,0.003298044,0.8652576,0.001855628,0.000401721,0.0001778019,0.0009568424,0.001222202,0.06525398],"genre_scores_gemma":[0.8529991,0.003831139,0.05496648,0.0002986999,0.0001391279,0.0003467497,0.0006842828,0.0001976349,0.08653681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005256198,"threshold_uncertainty_score":0.01758379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160997477095818,"score_gpt":0.2240372365634038,"score_spread":0.207937488853822,"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."}}