{"id":"W4309714985","doi":"10.1186/s12877-022-03458-w","title":"The Revised Identification of Seniors At Risk screening tool predicts readmission in older hospitalized patients: a cohort study","year":2022,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Victoria; McGill University Health Centre","funders":"","keywords":"Medicine; Cohort; Inverse synthetic aperture radar; Emergency department; Cohort study; Emergency medicine; Internal medicine; Psychiatry; Radar","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":[0.002554821,0.0004941165,0.0005620299,0.001036463,0.0004494197,0.0009205214,0.000494803,0.0005265544,0.0009178821],"category_scores_gemma":[0.007152891,0.0003498066,0.00100275,0.0008856918,0.0002400528,0.0006693355,0.0006894342,0.00079613,0.0003122625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004328439,"about_ca_system_score_gemma":0.0005034505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004125022,"about_ca_topic_score_gemma":0.006080646,"domain_scores_codex":[0.9986073,0.0004370956,0.0002413979,0.0002319972,0.0003107718,0.0001714069],"domain_scores_gemma":[0.9963134,0.0006224378,0.001422518,0.0004689792,0.0005691319,0.0006034971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002274263,0.0001259084,0.9985428,0.000008706192,0.00006064217,0.00003953275,0.0001121509,0.0000135247,0.00007539422,0.000005729613,0.00005850445,0.0007298432],"study_design_scores_gemma":[0.00003629876,0.0004873014,0.9987774,0.00001000694,0.00005109932,0.0001291681,0.0002033637,0.000184888,0.00003392136,0.000008413608,0.00007295275,0.000005140536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995234,0.00004004154,0.00004897573,0.00001618016,0.000004371808,0.00004118883,0.0002209642,0.00000188478,0.0001030468],"genre_scores_gemma":[0.9991322,0.00005913488,0.0001446906,0.00002737603,0.00001351675,0.00006325368,0.0004476877,0.000001794668,0.000110452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004125022,"threshold_uncertainty_score":0.01351136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162143409440686,"score_gpt":0.2566471091502404,"score_spread":0.2450256750558335,"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."}}