{"id":"W7133078894","doi":"","title":"The Geriatrician-Led Comprehensive Geriatric Assessment Across Healthcare Settings: an Economic and Qualitative Evaluation","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Geriatric rehabilitation; Health care; Intervention (counseling); Geriatrics; Acute care; Older people; Acute hospital; Multimorbidity","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":[0.1052192,0.0009138907,0.002596731,0.003448692,0.003684662,0.00354401,0.002264704,0.001214177,0.003820021],"category_scores_gemma":[0.1288147,0.0008379091,0.00305823,0.005503798,0.002415756,0.003827697,0.005042993,0.002485353,0.0001784674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04932517,"about_ca_system_score_gemma":0.05256283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0490343,"about_ca_topic_score_gemma":0.09506712,"domain_scores_codex":[0.9288413,0.05752221,0.004426645,0.001115348,0.0050691,0.003025442],"domain_scores_gemma":[0.8662677,0.1048928,0.009009141,0.001868732,0.01455843,0.003403176],"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":[0.007478802,0.006783293,0.06739487,0.1645986,0.006272275,0.001078731,0.2021955,0.003587929,0.0006761952,0.01710283,0.02023042,0.5026006],"study_design_scores_gemma":[0.009693604,0.01623961,0.1327685,0.1993171,0.01353314,0.000723922,0.5032749,0.009732956,0.002514368,0.01255205,0.09880586,0.0008440196],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575625,0.03822434,0.009005873,0.01883667,0.0004253162,0.05437291,0.009714509,0.00007066693,0.01178724],"genre_scores_gemma":[0.897128,0.01770356,0.02398858,0.004490891,0.00009538644,0.05413124,0.00126561,0.00004663186,0.001149971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052192,"threshold_uncertainty_score":0.556459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05086396375529192,"score_gpt":0.4954560085216945,"score_spread":0.4445920447664026,"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."}}