{"id":"W4409003146","doi":"10.2196/64607","title":"Patients’ Expectations for App-Based Therapy in Knee Osteoarthritis: User-Centered Design Approach","year":2025,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Osteoarthritis; Medicine; Physical therapy; Computer science; Alternative medicine; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02757037,0.0008235548,0.001080981,0.00178954,0.001210823,0.002428605,0.001129251,0.001089545,0.003042327],"category_scores_gemma":[0.02951186,0.0005521559,0.0017697,0.0008251407,0.001471782,0.001245208,0.0020707,0.001564051,0.0004919872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571107,"about_ca_system_score_gemma":0.003280595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005518873,"about_ca_topic_score_gemma":0.001251795,"domain_scores_codex":[0.9813522,0.01322964,0.001539409,0.0008321595,0.002151745,0.0008949122],"domain_scores_gemma":[0.9689052,0.02220399,0.003059473,0.0008407375,0.003813859,0.001176733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.01140863,0.02818296,0.3074865,0.006953639,0.0006666798,0.0008977405,0.2627069,0.002769231,0.00912645,0.004363497,0.004283329,0.3611545],"study_design_scores_gemma":[0.009902691,0.125585,0.4887198,0.002912493,0.001933981,0.00115477,0.2769643,0.02241228,0.02193512,0.00731765,0.0403931,0.0007688929],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804288,0.0002097433,0.006655997,0.0004233725,0.00005677376,0.01002023,0.0002520778,0.00006349833,0.00188957],"genre_scores_gemma":[0.9252241,0.0002209975,0.03394673,0.0003623386,0.00003355131,0.03867102,0.0002070352,0.00001921975,0.001315039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02757037,"threshold_uncertainty_score":0.1458079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02088605567839074,"score_gpt":0.2881820025758117,"score_spread":0.2672959468974209,"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."}}