{"id":"W4392121342","doi":"10.2106/jbjs.rvw.23.00208","title":"Mobile Application Use and Patient Engagement in Total Hip and Knee Arthroplasty","year":2024,"lang":"en","type":"article","venue":"JBJS Reviews","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Arthroplasty; Total knee arthroplasty; Physical therapy; Total hip arthroplasty; MEDLINE; Physical medicine and rehabilitation; Surgery","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":[0.0002488497,0.0001470205,0.0003311464,0.00009531212,0.00003609113,0.00005041997,0.00001240144,0.00004511942,0.0000695991],"category_scores_gemma":[0.0001116554,0.0001092494,0.00005164119,0.0001640861,0.00005838155,0.0001637221,0.00007379848,0.0001809817,0.000182427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005001272,"about_ca_system_score_gemma":0.00001967833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002217488,"about_ca_topic_score_gemma":0.00002536587,"domain_scores_codex":[0.9989647,0.00007650461,0.000363296,0.0003176115,0.0001219917,0.0001558482],"domain_scores_gemma":[0.9995356,0.00008724535,0.00004379841,0.0002221982,0.00001382818,0.00009735427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002127746,0.00008835012,0.03854141,0.0008434125,0.00002144553,0.00003842816,0.001799345,0.000003077767,0.001146769,0.0002706708,0.003558545,0.9536673],"study_design_scores_gemma":[0.0004666224,0.0003698553,0.07361531,0.0004949993,0.00004256975,0.0001077936,0.0001165304,0.0005469123,0.00006702937,0.00002266455,0.9240258,0.0001238791],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225243,0.07449094,0.0001185505,0.0002583266,0.0002272891,0.002071472,0.000006746668,0.00006266915,0.0002397403],"genre_scores_gemma":[0.983034,0.01403946,0.001151335,0.0003282064,0.00005089947,0.0005000126,0.00001231433,0.00002261281,0.0008611432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9535434,"threshold_uncertainty_score":0.4455061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653908176648647,"score_gpt":0.2950291794194738,"score_spread":0.2684900976529874,"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."}}