{"id":"W4387452911","doi":"10.3390/epidemiologia4040035","title":"Predictive Strategies to Reduce the Risk of Rehospitalization with a Focus on Frail Older Adults: A Narrative Review","year":2023,"lang":"en","type":"review","venue":"Epidemiologia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Polypharmacy; Psychological intervention; Delirium; Gerontology; Intervention (counseling); Cognition; Social support; Geriatrics; Predictive validity; Intensive care medicine; Psychiatry; Clinical psychology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002606474,0.0008099584,0.004265078,0.0002233394,0.0001284749,0.00001441354,0.0005242932,0.0005004333,0.00007538287],"category_scores_gemma":[0.0197576,0.0003878678,0.0006372769,0.001577197,0.0003414912,0.00009302636,0.0001348255,0.00127681,0.0001865844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926838,"about_ca_system_score_gemma":0.000773112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354948,"about_ca_topic_score_gemma":0.00005647741,"domain_scores_codex":[0.9940251,0.002115068,0.001761883,0.001055898,0.0005300326,0.0005119873],"domain_scores_gemma":[0.9913194,0.004582561,0.001932238,0.001463529,0.0005106856,0.0001916131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000487666,0.0002759173,0.0002461996,0.1422298,0.003440165,0.00006409921,0.006801238,0.0001114946,1.005253e-7,0.0009603436,0.3387175,0.5066655],"study_design_scores_gemma":[0.0007864033,0.004733563,0.002139818,0.7884638,0.004560184,0.00007563618,0.002433641,0.00002284507,0.000001664263,0.0004525462,0.1957153,0.0006146185],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004558895,0.9846407,0.0006769732,0.003223262,0.0002463529,0.009102955,0.0003536495,0.0002359733,0.001474501],"genre_scores_gemma":[0.0001106152,0.9948403,0.0007093945,0.0007281707,0.0003100132,0.002118453,0.0003234384,0.0001198356,0.0007398304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.646234,"threshold_uncertainty_score":0.9998573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551456466018677,"score_gpt":0.3807117118084318,"score_spread":0.3255660652065641,"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."}}