{"id":"W7161939028","doi":"10.82308/10983","title":"Can recent health service use predict postoperative complications in seniors undergoing colon cancer surgery?","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonic disease; Colorectal cancer; Complication; Cancer; Prospective cohort study","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":[0.001321139,0.0002748273,0.000320116,0.001416229,0.0004304902,0.001028139,0.000529793,0.0005593883,0.002587195],"category_scores_gemma":[0.009822131,0.000172755,0.0007173052,0.002466383,0.000426207,0.0005991882,0.0005970756,0.0005356736,0.0003009697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009578303,"about_ca_system_score_gemma":0.001409555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07289205,"about_ca_topic_score_gemma":0.09975845,"domain_scores_codex":[0.9993646,0.0001681206,0.0001019925,0.00008671242,0.0001509577,0.0001277565],"domain_scores_gemma":[0.9946687,0.0009750196,0.002580553,0.00021044,0.0007151348,0.0008501949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003004709,0.000008471163,0.9984694,0.00003339277,0.00003242683,0.00001069041,0.00003547835,0.00002208572,0.00001067942,0.000008320239,0.0001458108,0.001193081],"study_design_scores_gemma":[0.00000306489,0.00004033791,0.9993294,0.00003521997,0.00002672721,0.0000388585,0.0001270783,0.0001316537,0.00001200687,0.00001913851,0.0002338819,0.000002617812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905512,0.003251401,0.0001865141,0.0008184245,0.00005753677,0.00003217376,0.003305002,0.00001111127,0.00178674],"genre_scores_gemma":[0.9975674,0.0008331533,0.0001427264,0.0001125386,0.00004092087,0.00002045455,0.001069028,0.000002214325,0.0002115095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07289205,"threshold_uncertainty_score":0.1449356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04480730928921705,"score_gpt":0.3434092356661671,"score_spread":0.29860192637695,"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."}}