{"id":"W4403214125","doi":"10.1186/s13018-024-05134-8","title":"ChatGPT-4 and wearable device assisted Intelligent Exercise Therapy for co-existing Sarcopenia and Osteoarthritis (GAISO): a feasibility study and design for a randomized controlled PROBE non-inferiority trial","year":2024,"lang":"en","type":"article","venue":"Journal of Orthopaedic Surgery and Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"West China Hospital, Sichuan University; Sichuan Province Science and Technology Support Program","keywords":"Medicine; Sarcopenia; Osteoarthritis; Randomized controlled trial; Physical therapy; Wearable computer; Orthopedic surgery; Physical medicine and rehabilitation; Exercise therapy; Alternative medicine; Surgery; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01571925,0.002227034,0.005319161,0.001073894,0.0009599412,0.001737619,0.001476477,0.004041253,0.009866514],"category_scores_gemma":[0.009727295,0.001231251,0.003353755,0.001119614,0.002341197,0.002115372,0.001155716,0.002430532,0.001525821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009239488,"about_ca_system_score_gemma":0.002854453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005053629,"about_ca_topic_score_gemma":0.000846325,"domain_scores_codex":[0.9901134,0.007234478,0.0006883715,0.0006514351,0.0006983558,0.0006139723],"domain_scores_gemma":[0.9944738,0.002593133,0.001089285,0.000570583,0.000530875,0.0007423694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9659256,0.01987013,0.0006406988,0.001299518,0.0006881165,0.00005916099,0.00009229186,0.0001988156,0.001749653,0.0002675818,0.0002971993,0.008911232],"study_design_scores_gemma":[0.8273619,0.1699499,0.001024251,0.00007424306,0.0003593238,0.00002021505,0.00003700769,0.0002820214,0.0001950558,0.0001973086,0.0004835271,0.00001511536],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5737447,0.004559028,0.009505148,0.001344604,0.001691389,0.4042972,0.001444645,0.0002362554,0.003177106],"genre_scores_gemma":[0.4596201,0.001922906,0.02425646,0.001740142,0.001089478,0.5074625,0.0005849111,0.00004087238,0.003282673],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01571925,"threshold_uncertainty_score":0.08313233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2451031912688151,"score_gpt":0.5168209004193873,"score_spread":0.2717177091505723,"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."}}