{"id":"W4399248610","doi":"10.21037/jtd-23-963","title":"Comparison of frailty indexes as predictors of clinical outcomes after major thoracic surgery","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Frailty in Older Adults","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiothoracic surgery; Frailty Index; Surgery; General surgery; Gerontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002428577,0.0004430733,0.0005094658,0.001432942,0.0002502404,0.0005730486,0.0003119052,0.0003916712,0.0009207992],"category_scores_gemma":[0.008107412,0.0001419134,0.0006564338,0.0006847604,0.0003097895,0.0004529291,0.0006498679,0.0004658268,0.0001337132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499774,"about_ca_system_score_gemma":0.000306658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005446048,"about_ca_topic_score_gemma":0.0005719848,"domain_scores_codex":[0.9993629,0.0002302429,0.00008862023,0.00009053865,0.0001305602,0.00009708971],"domain_scores_gemma":[0.9945821,0.00234577,0.001745492,0.0001956541,0.0003624565,0.0007684657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001105122,0.00004142138,0.9965647,0.00001151715,0.0001184176,0.00001952082,0.00002184748,0.00009128077,0.00008754191,0.00000902184,0.0000243615,0.001905273],"study_design_scores_gemma":[0.00002991576,0.0007110267,0.9982266,0.000008602135,0.0000672333,0.00009408194,0.00005620633,0.000639211,0.0000761198,0.0000395879,0.0000468374,0.000004640756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995253,0.0002094111,0.0000684933,0.00001289777,0.000004821502,0.00000585502,0.00006721485,0.000001668845,0.000104356],"genre_scores_gemma":[0.9997094,0.00004580006,0.00005254009,0.000003412476,0.00000738678,0.000006244728,0.0001559036,6.566722e-7,0.00001853927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002428577,"threshold_uncertainty_score":0.01284367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07461888150128539,"score_gpt":0.4655163089510225,"score_spread":0.3908974274497372,"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."}}