{"id":"W2725454929","doi":"10.1371/journal.pone.0180069","title":"Validation of an instrumented dummy to assess mechanical aspects of discomfort during load carriage","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Backpack; Biomechanics; Carriage; Physical medicine and rehabilitation; Medicine; Simulation; Computer science; Physical therapy; Structural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004585455,0.00008268564,0.000270833,0.00006155152,0.0005606146,0.000005873113,0.0002374508,0.00009703373,0.0001901021],"category_scores_gemma":[0.0002751575,0.00007740036,0.00002429689,0.00006146237,0.00002452352,0.0003204258,0.0001152696,0.0002157235,0.0000287715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145191,"about_ca_system_score_gemma":0.0003640573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004629685,"about_ca_topic_score_gemma":0.0003561381,"domain_scores_codex":[0.998523,0.0001041787,0.0004822932,0.0001608724,0.0004750138,0.0002546153],"domain_scores_gemma":[0.9986182,0.00007437539,0.0004295738,0.000508206,0.0001865094,0.0001831197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001245613,0.001882558,0.7936082,0.005142943,0.0001150165,0.000003321672,0.002708261,0.00001832967,0.1878607,0.006609873,0.00002566813,0.0007795066],"study_design_scores_gemma":[0.001290585,0.0003214333,0.6845264,0.001272134,0.00004004703,2.257311e-7,0.0002013883,0.0005333269,0.3112042,0.0004614213,0.00002971891,0.0001190644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953907,0.000004148321,0.00002763297,0.0002603231,0.000159309,0.0006631564,0.00008474798,0.0000218993,0.00338815],"genre_scores_gemma":[0.9980943,0.00001204674,0.001351371,0.00007175485,0.0001849825,0.00006002031,0.00003826677,0.00001255821,0.0001747615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1233435,"threshold_uncertainty_score":0.4311851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2222815014402894,"score_gpt":0.4445480206722605,"score_spread":0.222266519231971,"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."}}