{"id":"W3126264191","doi":"10.23736/s0021-9509.21.11452-1","title":"Predictors of patient-reported health following cardiac surgery","year":2021,"lang":"en","type":"article","venue":"The Journal of Cardiovascular Surgery","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Body mass index; EuroSCORE; Myocardial infarction; Cardiac surgery; Guideline; Physical therapy; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01233462,0.0002155443,0.002776263,0.0002974651,0.0001419856,0.000009177518,0.00006905897,0.0001051999,0.00001266072],"category_scores_gemma":[0.001221812,0.0001539253,0.00738023,0.0007135317,0.00006719609,0.0001231829,0.00004892595,0.000463447,0.000002598284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836413,"about_ca_system_score_gemma":0.005421477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002365442,"about_ca_topic_score_gemma":0.000001731462,"domain_scores_codex":[0.9938309,0.00162457,0.002014754,0.0001849211,0.001781006,0.0005638497],"domain_scores_gemma":[0.9954759,0.001453342,0.0009844168,0.0008542449,0.0005690089,0.0006631196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001608524,0.0006818862,0.6289944,0.003533135,0.03206801,0.004389024,0.002541835,0.0003593068,0.0007135139,0.000007607152,0.07477482,0.2503279],"study_design_scores_gemma":[0.002851468,0.0008106857,0.4146383,0.006215142,0.01357351,0.02155439,0.006453673,0.00000893321,0.02721723,0.00004585947,0.5058086,0.0008221911],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8772063,0.1157797,0.0001254023,0.0008883278,0.005332932,0.0003018545,0.00001206006,0.00001774357,0.00033573],"genre_scores_gemma":[0.9757432,0.02256292,0.00008234982,0.0007426339,0.0007685494,0.000004130382,0.0000242521,0.00004277487,0.00002916091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4310338,"threshold_uncertainty_score":0.9617468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334654816028408,"score_gpt":0.2751884574172461,"score_spread":0.251841909256962,"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."}}