{"id":"W2009266895","doi":"10.1148/radiol.2372040058","title":"Finding Evidence-based Answers to Practical Questions in Radiology: Which Patients with Inoperable Hepatocellular Carcinoma Will Survive Longer after Transarterial Chemoembolization?","year":2005,"lang":"en","type":"article","venue":"Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University Medical Centre","funders":"","keywords":"Medicine; Guideline; Set (abstract data type); Evidence-based practice; Clinical Practice; Reading (process); Radiology; Hepatocellular carcinoma; Evidence-based medicine; Medical physics; Alternative medicine; Nursing; Pathology; Internal medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003777274,0.0003365511,0.0006679807,0.0003686769,0.00009099799,0.00002404136,0.0001008525,0.0003335151,0.000514535],"category_scores_gemma":[0.0002752799,0.000278057,0.00009086671,0.0006061107,0.000121938,0.0003497036,0.00001819677,0.0003164916,0.00007561501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754488,"about_ca_system_score_gemma":0.0004267227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126947,"about_ca_topic_score_gemma":0.0002436912,"domain_scores_codex":[0.9976043,0.0004501263,0.0004528298,0.0006459755,0.0002276122,0.0006192311],"domain_scores_gemma":[0.9986926,0.0002883159,0.00007743466,0.0003873985,0.0002455614,0.0003086521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002351908,0.0004200089,0.9944914,0.00003943912,0.00007646173,0.0002573337,0.0007586409,0.0001100495,0.0006778954,0.00003922973,0.0001850837,0.000592545],"study_design_scores_gemma":[0.006221781,0.002273883,0.9780139,0.0002404063,0.0003208628,0.0001521286,0.00004546662,0.007469117,0.002772893,0.000008427196,0.002026313,0.0004547882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893304,0.0005115921,0.002535182,0.005764507,0.0001825339,0.001494609,0.00002323804,0.00006004198,0.000097888],"genre_scores_gemma":[0.9936315,0.00003937963,0.004154702,0.001128192,0.0002833024,0.0004098945,0.000236011,0.00004778103,0.00006922392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01647747,"threshold_uncertainty_score":0.9999672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938362387667392,"score_gpt":0.2701363256026866,"score_spread":0.2307527017260126,"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."}}