{"id":"W6901547000","doi":"10.60692/n8qdg-zv331","title":"Current Trends of Computational Tools in Geriatric Medicine and Frailty Management","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Geriatrics; Healthy aging; MEDLINE; Disease; Disease management; Multimorbidity; Frailty Index","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004804223,0.001077457,0.001262148,0.005014239,0.0005158298,0.005011337,0.002321099,0.001672862,0.006811502],"category_scores_gemma":[0.01414697,0.0004369134,0.001272836,0.004701631,0.001674111,0.004458155,0.002937287,0.002232938,0.00311465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373198,"about_ca_system_score_gemma":0.002831703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162024,"about_ca_topic_score_gemma":0.002149562,"domain_scores_codex":[0.9972566,0.00129641,0.000284659,0.0003853216,0.0006513157,0.0001257456],"domain_scores_gemma":[0.9903459,0.006338481,0.0004722627,0.0007581663,0.001626177,0.0004590959],"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":[0.0001896066,0.0001948573,0.008103401,0.002797547,0.000205903,0.0001748167,0.0004830971,0.006355573,0.001100099,0.05885336,0.03227898,0.8892627],"study_design_scores_gemma":[0.0000915662,0.0003171144,0.009891042,0.005215042,0.0003729103,0.001058071,0.001488076,0.09136108,0.002123992,0.2821009,0.6057609,0.0002192797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02442971,0.5319228,0.3253933,0.05048542,0.003041549,0.000338761,0.002365604,0.003844915,0.05817803],"genre_scores_gemma":[0.2088267,0.4044015,0.3517678,0.009235978,0.006976268,0.0007554266,0.003928174,0.0006258718,0.01348219],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006811502,"threshold_uncertainty_score":0.02540749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.060005206223338,"score_gpt":0.2792426557004694,"score_spread":0.2192374494771314,"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."}}