{"id":"W3129998600","doi":"10.1186/s12957-021-02221-6","title":"Impact of frailty on 5-year survival in patients older than 70 years undergoing colorectal surgery for cancer","year":2021,"lang":"en","type":"article","venue":"World Journal of Surgical Oncology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Comorbidity; Colorectal cancer; Surgical oncology; Internal medicine; Multivariate analysis; Charlson comorbidity index; Cohort; Univariate analysis; Cancer; Surgery","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":[0.0006458747,0.0001699379,0.001119461,0.0004170989,0.00002270592,0.000007782698,0.00009928752,0.0001658244,0.0006863137],"category_scores_gemma":[0.0004992429,0.0001387504,0.0006012356,0.0005043918,0.0001047264,0.00007977589,0.00004244182,0.0005222609,0.000004802965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008138968,"about_ca_system_score_gemma":0.001705676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007981242,"about_ca_topic_score_gemma":0.001179705,"domain_scores_codex":[0.9978315,0.0002448595,0.0008951354,0.0002053279,0.0004386486,0.0003844959],"domain_scores_gemma":[0.9954251,0.003192337,0.0005109302,0.0001408994,0.000497542,0.0002331814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006138056,0.001859831,0.9591247,0.00007203327,0.0003599342,0.001182125,0.000207538,0.0002027031,0.0001610821,0.00007635678,0.005884732,0.02473094],"study_design_scores_gemma":[0.01071907,0.002505167,0.9717558,0.0006494433,0.00008394071,0.0001166311,0.00007116456,0.00001639363,0.0003534254,0.00006875179,0.01352642,0.0001337957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944876,0.0002271001,0.000007682167,0.001936176,0.001125601,0.0002137939,0.00003415964,0.00000636638,0.001961459],"genre_scores_gemma":[0.9983199,0.0004474207,0.0002213733,0.0001002375,0.0003592914,0.0000070986,0.00001753785,0.00002901742,0.0004980707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02459714,"threshold_uncertainty_score":0.7514654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03535687009670641,"score_gpt":0.3530432607028107,"score_spread":0.3176863906061043,"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."}}