{"id":"W4404863405","doi":"10.1007/s41999-024-01106-7","title":"Assessment tools addressing avoidable care transitions in older adults: a systematic literature review","year":2024,"lang":"en","type":"review","venue":"European Geriatric Medicine","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"H2020 Marie Skłodowska-Curie Actions; Martin-Luther-Universität Halle-Wittenberg; European Commission","keywords":"Medicine; Systematic review; MEDLINE; Gerontology; Intensive care medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003720467,0.001055373,0.005560372,0.001339902,0.0004548418,0.00008278593,0.0006646821,0.0004581259,0.0007881031],"category_scores_gemma":[0.0007675232,0.0006634818,0.00076247,0.004081243,0.00006573286,0.0001725667,0.000176638,0.003579008,0.001026608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019552,"about_ca_system_score_gemma":0.001092687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002490781,"about_ca_topic_score_gemma":0.00001825611,"domain_scores_codex":[0.9858359,0.007373509,0.003910282,0.001159149,0.000783042,0.0009381172],"domain_scores_gemma":[0.995866,0.0008827608,0.00124781,0.00127719,0.000395854,0.0003303644],"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":[0.000003519546,0.00003209377,4.460947e-7,0.8069181,0.00008403826,0.0007340781,0.0103011,5.067433e-8,4.367299e-8,0.00003001902,0.08738086,0.09451561],"study_design_scores_gemma":[0.0005774152,0.0000690888,0.00001458135,0.6132278,0.004670735,0.00007094716,0.003963394,7.621272e-7,1.054061e-9,0.000001787968,0.3770534,0.0003500263],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.047985e-7,0.9545889,0.00003920974,0.0006999322,0.004627544,0.01041847,0.0002606649,0.0003003976,0.02906405],"genre_scores_gemma":[0.0000164953,0.9881983,0.0001613666,0.0005372161,0.003400188,0.0012097,0.002448292,0.0002874733,0.003740917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2896725,"threshold_uncertainty_score":0.9997512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07255248919610158,"score_gpt":0.4368490724413095,"score_spread":0.364296583245208,"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."}}