{"id":"W2324955887","doi":"10.1249/mss.0b013e3182456057","title":"Energy Cost and Mechanical Work of Walking during Load Carriage in Soldiers","year":2012,"lang":"en","type":"article","venue":"Medicine & Science in Sports & Exercise","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Backpack; Context (archaeology); Work (physics); Treadmill; Energetics; Physical medicine and rehabilitation; Medicine; Mathematics; Physical therapy; Engineering; Structural engineering; Physics; Mechanical engineering; Biology","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":[0.004443047,0.0001203069,0.0003591733,0.000347832,0.0003185536,0.000001927258,0.0001917797,0.00009391094,0.0002717341],"category_scores_gemma":[0.0002572745,0.00009461659,0.00001305967,0.001162922,0.0003861357,0.0003754501,0.000110217,0.0003619563,0.000004028323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003020334,"about_ca_system_score_gemma":0.0005269378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551987,"about_ca_topic_score_gemma":0.000426503,"domain_scores_codex":[0.9973623,0.00005797371,0.0007031342,0.0002544986,0.0007701036,0.0008520181],"domain_scores_gemma":[0.9989115,0.0001699775,0.0002102366,0.0002195014,0.0001018094,0.0003869841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000113734,0.00002818937,0.9634169,0.0001324063,5.047198e-8,0.000007599253,0.005893083,0.000005944721,0.00009825328,0.00006490698,0.00006888183,0.03017007],"study_design_scores_gemma":[0.0006916925,0.00002101448,0.9943212,0.001865977,0.000003950115,0.000001875918,0.00193989,0.0001447542,0.00002636483,0.0001075616,0.0007885122,0.0000871573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964052,0.0004626012,0.00001466385,0.000298087,0.001107516,0.0003594874,0.000001267675,0.00001340223,0.00133781],"genre_scores_gemma":[0.9982186,0.0008535031,0.000146308,0.0002959029,0.0002174934,0.00006850481,0.000002249547,0.000007991493,0.0001894676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03090437,"threshold_uncertainty_score":0.3858353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361084979767624,"score_gpt":0.3814163737301465,"score_spread":0.3453078757533841,"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."}}