{"id":"W4385897770","doi":"10.36740/merkur202303105","title":"ANALYSIS OF FACTORS ASSOCIATED WITH FRAILTY SYNDROME IN PATIENTS WITH HEART FAILURE","year":2023,"lang":"en","type":"article","venue":"Polski Merkuriusz Lekarski","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Academy of Sciences of Ukraine","keywords":"Medicine; Heart failure; Internal medicine; COPD; Depression (economics); Cardiology; Diabetes mellitus; Obesity","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002441705,0.0003672297,0.001169673,0.00137025,0.00005741853,0.00001831157,0.0001935033,0.0002023832,0.0002782591],"category_scores_gemma":[0.0003993923,0.0002679887,0.0002040609,0.006067707,0.0001756612,0.0001748893,0.0000638659,0.0003904787,0.00004506667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891134,"about_ca_system_score_gemma":0.0001300805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005080974,"about_ca_topic_score_gemma":0.002190616,"domain_scores_codex":[0.9971029,0.00009817818,0.0005370324,0.0005426686,0.001065633,0.0006536426],"domain_scores_gemma":[0.9982714,0.0002755415,0.0002473806,0.0006830239,0.0002804684,0.0002421897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001416527,0.0004362554,0.9953849,0.00004880162,0.001918987,0.00004195086,0.0005896786,0.0002983358,0.00007008102,0.00001417838,0.0009939611,0.00006126152],"study_design_scores_gemma":[0.003983602,0.0009111086,0.9921176,0.0003740717,0.001344516,0.00000255952,0.000230254,0.0001850641,0.0003360315,0.00001190755,0.0002038795,0.0002993783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974011,0.00001831739,0.00001031956,0.001102333,0.00005488497,0.0006429759,0.0002555456,0.0001989189,0.0003156066],"genre_scores_gemma":[0.9976012,0.000001975153,0.0001407712,0.0001453723,0.00001106416,0.00002917385,0.001286952,0.00006972422,0.000713763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004697458,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182590441758542,"score_gpt":0.2613524758381733,"score_spread":0.2395265714205879,"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."}}