{"id":"W4282945225","doi":"10.1016/j.ygyno.2022.05.012","title":"The five-factor modified frailty index predicts adverse postoperative and chemotherapy outcomes in gynecologic oncology","year":2022,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Gynecologic oncology; Chemotherapy; Retrospective cohort study; Comorbidity; Logistic regression; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005335985,0.0002490014,0.0003201108,0.0005974302,0.000291848,0.0005519071,0.0002558542,0.0003965359,0.001535901],"category_scores_gemma":[0.004074025,0.0001434389,0.0005858539,0.0006482095,0.0002294551,0.0004259028,0.0006324048,0.0007383684,0.0001387789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003677154,"about_ca_system_score_gemma":0.0003941127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006377569,"about_ca_topic_score_gemma":0.01065227,"domain_scores_codex":[0.9998035,0.00003761948,0.00003188601,0.00002672681,0.00003642549,0.00006372761],"domain_scores_gemma":[0.9988356,0.0002108198,0.0005248328,0.00005511655,0.0001212764,0.0002522492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008415446,0.00002257189,0.9971762,0.000008592617,0.00006126292,0.00002330511,0.00003109845,0.00007608888,0.00004959226,0.00001730649,0.000133182,0.002316761],"study_design_scores_gemma":[0.000005856632,0.00008370292,0.9989958,0.00001209698,0.00004587517,0.00008844266,0.00009398793,0.0004000709,0.00002007491,0.00006322085,0.0001869936,0.000003920173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980518,0.0006603935,0.00006083664,0.0001465588,0.00002519617,0.000005404649,0.0002748955,0.000003065333,0.0007717775],"genre_scores_gemma":[0.9993607,0.0001386101,0.00004414689,0.00004746738,0.00001372636,0.000002745586,0.0002391375,9.889504e-7,0.0001525233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006377569,"threshold_uncertainty_score":0.01268089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03174631769533264,"score_gpt":0.3246753326027804,"score_spread":0.2929290149074478,"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."}}