{"id":"W3202733549","doi":"10.1098/rsif.2021.0484","title":"The energy of muscle contraction. IV. Greater mass of larger muscles decreases contraction efficiency","year":2021,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Muscle contraction; Muscle mass; Contraction (grammar); Chemistry; Duty cycle; Anatomy; Biology; Endocrinology; Physics; Voltage","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002395692,0.0001096453,0.000225393,0.00001925422,0.000141576,0.00002589951,0.0001807646,0.00006088199,0.00004644485],"category_scores_gemma":[0.0001114702,0.00006472089,0.0004881455,0.0001761644,0.00008978227,0.00008584509,0.00002503437,0.0002179133,2.173367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006031928,"about_ca_system_score_gemma":0.0000351825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002963193,"about_ca_topic_score_gemma":0.00001006703,"domain_scores_codex":[0.9990188,0.00006827814,0.0004300317,0.00006573334,0.0002557457,0.0001613488],"domain_scores_gemma":[0.9988782,0.0002643639,0.0003193,0.0001533904,0.0003498289,0.00003489235],"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":[0.0002053507,0.0004855001,0.004761931,0.000214875,0.003936684,0.000005582343,0.003368626,0.2076213,0.6799757,0.0006905542,0.06228068,0.0364532],"study_design_scores_gemma":[0.001181023,0.0001332581,0.08468966,0.0002475524,0.000238043,0.00002817525,0.005163071,0.02260651,0.8593526,0.0003179823,0.02582074,0.0002214157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9066283,0.005638337,0.08431814,0.001033248,0.001276628,0.00007383099,0.000009432169,0.00002563111,0.0009964561],"genre_scores_gemma":[0.9987599,0.0007171423,0.0001547955,0.0000524256,0.00008467617,0.000001920291,2.528104e-7,0.00001169034,0.0002171722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850148,"threshold_uncertainty_score":0.2639241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007088360758111237,"score_gpt":0.2121274460191673,"score_spread":0.2050390852610561,"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."}}