{"id":"W4414761899","doi":"10.1101/2025.09.26.25336631","title":"Which functional activities matter most to the patients during the first six months after hip or knee arthroplasty: a survey study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Vancouver Coastal Health Research Institute; Vancouver Coastal Health; University of Ottawa","funders":"","keywords":"Osteoarthritis; Squatting position; Arthroplasty; Orthopedic surgery; Activities of daily living; Hip surgery; Hip arthroplasty; Rehabilitation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001408423,0.0002256893,0.0004322593,0.0009167866,0.0007109017,0.0008658003,0.0003600607,0.0005037083,0.001153093],"category_scores_gemma":[0.003295173,0.0002520954,0.0006425508,0.001512042,0.0004807807,0.0008408277,0.0007835609,0.0006790251,0.000257848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352296,"about_ca_system_score_gemma":0.001496903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03978439,"about_ca_topic_score_gemma":0.08427861,"domain_scores_codex":[0.9987255,0.0003025162,0.000245021,0.0001332493,0.0002426513,0.0003510725],"domain_scores_gemma":[0.9973775,0.0004147527,0.001082936,0.00005690227,0.0004409901,0.0006268991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003911172,0.00004449638,0.9954051,0.00004641241,0.00002855516,0.00004505843,0.002355916,0.00001572867,0.00006850451,0.000008635144,0.0001474376,0.001794948],"study_design_scores_gemma":[0.000003405925,0.0001319706,0.9935668,0.00002164984,0.00001106754,0.00009182979,0.005824579,0.00003437186,0.0000204933,0.000005189316,0.0002813735,0.000007362862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991474,0.000197058,0.00002230951,0.00008558148,0.000003418691,0.0000176328,0.0002965493,0.000001034939,0.0002288707],"genre_scores_gemma":[0.9992392,0.0002605819,0.0000539517,0.00006831747,0.000004460041,0.00002060216,0.0002363351,9.961419e-7,0.0001156601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03978439,"threshold_uncertainty_score":0.07910568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741530941528556,"score_gpt":0.252626115570965,"score_spread":0.2352108061556794,"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."}}