{"id":"W4389584839","doi":"10.17118/11143/20718","title":"Quantifying uncertainty in metabolic cost during loaded walking with hipflexion assistance due to errors in model marker placement","year":2023,"lang":"en","type":"article","venue":"","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Physical medicine and rehabilitation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001228931,0.0006055688,0.0003790619,0.0005030059,0.0003014452,0.000829392,0.0004498218,0.0007591886,0.0009647898],"category_scores_gemma":[0.009875962,0.0003719986,0.000355715,0.0004057306,0.0003780442,0.0005944765,0.0007675875,0.0005403875,0.0001253903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000566963,"about_ca_system_score_gemma":0.0006130894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006740228,"about_ca_topic_score_gemma":0.004050064,"domain_scores_codex":[0.9993985,0.0002039278,0.00005351894,0.0001220024,0.0001473928,0.00007477327],"domain_scores_gemma":[0.9955922,0.003316141,0.0004216685,0.0002425687,0.0003065452,0.0001207974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001536723,0.0002045202,0.03585645,0.0001747568,0.0001844402,0.0003112897,0.0001441512,0.9389175,0.006313008,0.0007248136,0.0002949827,0.01533744],"study_design_scores_gemma":[0.00004033201,0.0004599206,0.0365366,0.00004789033,0.00007074101,0.0001472714,0.0001128855,0.9558199,0.005212672,0.001243831,0.0002648987,0.00004298138],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647523,0.0001349177,0.03356316,0.00009716476,0.00002178551,0.00004007435,0.000371919,0.00009202375,0.0009266475],"genre_scores_gemma":[0.9980456,0.00001934105,0.001666778,0.00000930478,0.000001724704,0.00001568002,0.0001348677,0.000006727545,0.0001000046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006740228,"threshold_uncertainty_score":0.01340204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0412605538835104,"score_gpt":0.3083109534807648,"score_spread":0.2670503995972544,"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."}}