{"id":"W4238356490","doi":"10.31525/ct1-nct03913299","title":"Frailty Assessment by Edmonton Frail Scale to Predict Outcome in Patients Undergoing Cardiovascular Surgery","year":2019,"lang":"en","type":"article","venue":"Case Medical Research","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Outcome (game theory); Scale (ratio); Gerontology; Intensive care medicine; Surgery; Geography; Cartography","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007499322,0.0002729811,0.0009804572,0.0006226036,0.0001178708,0.00005293225,0.0003325318,0.0004233884,0.002138962],"category_scores_gemma":[0.01066106,0.0002364189,0.0003573865,0.001096908,0.0002161966,0.0001464711,0.0004784024,0.001941582,0.0007392271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126013,"about_ca_system_score_gemma":0.001324106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002224635,"about_ca_topic_score_gemma":0.0006688995,"domain_scores_codex":[0.9898165,0.0007783226,0.0008315056,0.0009026194,0.006375114,0.001295895],"domain_scores_gemma":[0.9935183,0.00296072,0.00004438149,0.001276622,0.0004741201,0.001725864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367441,0.0005793765,0.8446436,0.0004242892,0.0001382319,0.004231262,0.0001705102,0.000008346829,0.00003849954,0.000006251642,0.05846198,0.09116089],"study_design_scores_gemma":[0.01039667,0.001667244,0.7824018,0.002202093,0.00007405389,0.0005700778,0.0007075396,0.001383349,0.0003028873,0.00004047224,0.199665,0.0005888412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876772,0.0004899778,0.0002527591,0.004557688,0.0005060831,0.001737756,0.00003887217,0.00007222054,0.004667423],"genre_scores_gemma":[0.9956642,0.00009763001,0.0002175764,0.0007390226,0.0002199536,0.0001576412,0.0001329332,0.00006684227,0.002704134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.141203,"threshold_uncertainty_score":0.9987732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07235892673890217,"score_gpt":0.3988935167527562,"score_spread":0.3265345900138541,"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."}}