{"id":"W6980050109","doi":"","title":"Artificial muscle: materials and actuation systems for mimicking the mechanical properties of biological muscle","year":2011,"lang":"en","type":"article","venue":"Electronic Theses and Dissertations Repository (University of Pisa)","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actuator; Variety (cybernetics); Artificial muscle; Biological materials; Mechanical impedance; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004418051,0.0004868446,0.0003826779,0.0006279405,0.0003075882,0.0008385289,0.0005098694,0.001066787,0.002439901],"category_scores_gemma":[0.0002096259,0.0002686992,0.0003148477,0.0005397229,0.000667637,0.001009802,0.0006597394,0.0007962465,0.001188444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945719,"about_ca_system_score_gemma":0.0002470804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008629187,"about_ca_topic_score_gemma":0.0001294075,"domain_scores_codex":[0.9997769,0.0000277109,0.00001406029,0.00006646333,0.00009452327,0.00002037961],"domain_scores_gemma":[0.9999111,0.00002417639,0.00002531459,0.000007956099,0.00001699857,0.000014433],"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":[0.0000828151,0.0001086814,0.0003410932,0.002443523,0.00004196176,0.000323765,0.0002438588,0.001199444,0.8261207,0.0455789,0.006398338,0.1171169],"study_design_scores_gemma":[0.00004495367,0.0008099602,0.001294797,0.0003554236,0.00006563628,0.00183884,0.000123657,0.005742273,0.3584017,0.007530898,0.6237178,0.00007405023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.166595,0.4071008,0.3082142,0.006231205,0.005645806,0.0005409081,0.0009533201,0.001709922,0.1030089],"genre_scores_gemma":[0.4869266,0.1903141,0.2173695,0.002416788,0.001888009,0.0008971914,0.001168316,0.0003397274,0.09867984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002439901,"threshold_uncertainty_score":0.00816232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451762047971794,"score_gpt":0.2024300302021759,"score_spread":0.167912409722458,"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."}}