{"id":"W2803768742","doi":"10.1098/rsos.172371","title":"Geometric models to explore mechanisms of dynamic shape change in skeletal muscle","year":2018,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institutes of Health","keywords":"Fascicle; Aponeurosis; Shape change; Skeletal muscle; Anatomy; Gastrocnemius muscle; Geometry; Biophysics; Biological system; Biology; Mathematics","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":[0.0002862369,0.0007843329,0.0005005517,0.0007920581,0.0002726426,0.0006831699,0.0008844471,0.001142283,0.002902156],"category_scores_gemma":[0.001094367,0.0005216261,0.0009883186,0.0005507628,0.0007267316,0.001015117,0.0007297025,0.0004495809,0.0008995784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005105761,"about_ca_system_score_gemma":0.0005197141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823445,"about_ca_topic_score_gemma":0.003042761,"domain_scores_codex":[0.9998585,0.00003625784,0.000009471682,0.00003483432,0.00004747264,0.00001349102],"domain_scores_gemma":[0.9996632,0.0001403186,0.00008286454,0.00006106553,0.00003050912,0.00002210715],"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":[0.00002103434,0.00003312693,0.001926347,0.0001356703,0.0000542633,0.00008138028,0.00009250652,0.9572661,0.01118811,0.01674486,0.0005510706,0.01190548],"study_design_scores_gemma":[0.000008817062,0.00005587184,0.001764785,0.00002343592,0.00001661302,0.000103186,0.00003609545,0.9835411,0.0008441109,0.009409915,0.004175379,0.00002064888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1314991,0.002379106,0.8442352,0.00070276,0.0001469289,0.0001566653,0.000711906,0.0006817808,0.01948642],"genre_scores_gemma":[0.8617116,0.003604615,0.1245893,0.0002849162,0.0001228426,0.0004472161,0.0008183888,0.0003984342,0.00802277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002902156,"threshold_uncertainty_score":0.009708643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05000435174982396,"score_gpt":0.2888534334997198,"score_spread":0.2388490817498958,"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."}}