{"id":"W4406349367","doi":"10.3390/jpm15010029","title":"A Protocol for AI-Powered Tools to Enhance Mobility and Function in Older Adults: An Evidence and Gap Map","year":2025,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; University of Manitoba","funders":"University of Manitoba","keywords":"Protocol (science); Function (biology); Medicine; Computer science; Physical medicine and rehabilitation; Gerontology; Biology; Pathology; Evolutionary biology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.08589821,0.004111413,0.00802169,0.01461828,0.005951481,0.008655573,0.004349513,0.008615006,0.181296],"category_scores_gemma":[0.1605248,0.004455373,0.01150665,0.01361824,0.003923303,0.01019575,0.007725133,0.01029349,0.03478365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322285,"about_ca_system_score_gemma":0.06937492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003461298,"about_ca_topic_score_gemma":0.006771207,"domain_scores_codex":[0.9534993,0.02284768,0.01394965,0.003082778,0.004356841,0.002263866],"domain_scores_gemma":[0.8787633,0.05867812,0.01220375,0.01076233,0.03521854,0.004373976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.009349967,0.001464245,0.001396297,0.4082972,0.001586429,0.001226577,0.01161638,0.003647625,0.002809482,0.03477982,0.3795317,0.1442943],"study_design_scores_gemma":[0.01932858,0.001343477,0.00412504,0.2158535,0.001061172,0.0004701104,0.005166852,0.001911904,0.001997998,0.03624235,0.7119891,0.000509798],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004315845,0.0007021942,0.004000723,0.001485954,0.0007232293,0.9777547,0.01179877,0.0002383363,0.002864606],"genre_scores_gemma":[0.0002780011,0.0003004808,0.005566515,0.0002862737,0.00003221225,0.991879,0.0009167961,0.00002085266,0.0007199622],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.181296,"threshold_uncertainty_score":0.6064956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04912729093141979,"score_gpt":0.4140212522829652,"score_spread":0.3648939613515454,"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."}}