{"id":"W2132296211","doi":"10.1098/rspb.2011.2015","title":"Evaluation of the minimum energy hypothesis and other potential optimality criteria for human running","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"STRIDE; Minification; Gait; Computer science; Simulation; Physical medicine and rehabilitation; Mathematics; Mathematical optimization; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009667062,0.00007067467,0.0001019748,0.00000858091,0.0002747485,0.00001428859,0.0002403013,0.00005149797,0.00002638904],"category_scores_gemma":[0.0001069019,0.00003404557,0.0001380984,0.0001603721,0.0004952783,0.00003988566,0.00006753841,0.00003340801,1.404755e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001123649,"about_ca_system_score_gemma":0.000005373069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004480585,"about_ca_topic_score_gemma":8.027502e-7,"domain_scores_codex":[0.9993978,0.00000968875,0.0001339957,0.0001199289,0.0002075559,0.0001310753],"domain_scores_gemma":[0.9997185,0.00003400605,0.00008166998,0.00003040012,0.0001214485,0.00001400949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003525408,0.0001751335,0.2540348,0.0001728536,0.0004071059,3.899476e-9,0.006290778,0.0002116919,0.7000781,0.01258149,0.003143847,0.02286897],"study_design_scores_gemma":[0.0003053143,0.0002042502,0.8077607,0.00004056832,0.0001085267,3.661628e-7,0.001785424,0.03568428,0.1309498,0.02285946,0.000125724,0.0001756203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968132,0.0001157445,0.00006576737,0.00005654446,0.00005057015,0.0001195182,0.00000300872,0.00001857408,0.002757065],"genre_scores_gemma":[0.9987352,0.00001152736,0.001153128,0.00004057209,0.00002608851,0.0000234102,4.632955e-8,0.000002539177,0.000007459204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5691283,"threshold_uncertainty_score":0.2113171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018572403327968,"score_gpt":0.2785386728715929,"score_spread":0.1766814325387961,"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."}}