{"id":"W114202929","doi":"10.52964/amja.0290","title":"The Ability of Frailty to Predict Outcomes in Older People Attending an Acute Medical Unit","year":2013,"lang":"en","type":"article","venue":"Acute Medicine Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Frailty Index; Odds ratio; Odds; Gerontology; Frailty syndrome; Medical unit; Emergency medicine; Internal medicine; Logistic regression","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002338942,0.0003481249,0.001046157,0.0003694058,0.0002162891,0.00003712083,0.0007705418,0.0002253944,0.004078221],"category_scores_gemma":[0.003040699,0.0001876914,0.0001643558,0.000687992,0.0004178389,0.0003626221,0.0001849948,0.001447962,0.00006338969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594703,"about_ca_system_score_gemma":0.0003692152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006676988,"about_ca_topic_score_gemma":0.0006169336,"domain_scores_codex":[0.9951176,0.0002718225,0.001426428,0.0003737081,0.002063879,0.0007465444],"domain_scores_gemma":[0.9961309,0.000852508,0.0003323742,0.0008533224,0.0005353684,0.001295486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000242887,0.0005135891,0.8506156,0.00006371447,0.001114134,0.0002698526,0.006439171,0.000005394432,0.006529732,0.00005537201,0.1097926,0.02435794],"study_design_scores_gemma":[0.005398162,0.001612301,0.9830178,0.0006962225,0.0004397343,0.00208359,0.002004403,0.0005730615,0.0001888962,0.0003533984,0.003448301,0.0001841083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861694,0.0001852284,0.000680498,0.1345636,0.0009588172,0.0008642608,0.00001004507,0.00004541995,0.0009980999],"genre_scores_gemma":[0.9934466,0.0003800727,0.0007547654,0.003049826,0.0007974141,0.00005171303,0.00002028266,0.00004901287,0.001450335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1324022,"threshold_uncertainty_score":0.9968322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388064736050389,"score_gpt":0.3432945300667492,"score_spread":0.3194138827062453,"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."}}