{"id":"W1866652289","doi":"10.1002/jso.23748","title":"Consensus and controversy in hepatic surgery: A survey of Canadian surgeons","year":2014,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Hepatolithiasis; Modalities; Scope (computer science); CLARITY; Surgery; General surgery; Hepatectomy; Resection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002671451,0.0001041095,0.00104192,0.0008140825,0.00001985875,0.000004444968,0.0000368316,0.0001636995,0.0001104083],"category_scores_gemma":[0.0007359227,0.0000791258,0.0001446918,0.000396839,0.0001367701,0.00002191449,0.00001028993,0.0002218541,0.000002900193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001466918,"about_ca_system_score_gemma":0.0009716563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1001941,"about_ca_topic_score_gemma":0.1417416,"domain_scores_codex":[0.9981553,0.0006530021,0.0006879183,0.00009909923,0.0001546198,0.0002500665],"domain_scores_gemma":[0.9945263,0.004393175,0.0003022564,0.0000853953,0.0002561341,0.0004366858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007301104,0.0001623137,0.9846104,0.00002538056,0.0000912551,0.00315837,0.00005243936,4.38054e-7,0.00004806699,0.00008514999,0.001197071,0.009838978],"study_design_scores_gemma":[0.003761559,0.001157522,0.8994448,0.0000853251,0.0001213918,0.001738497,0.00002599958,0.000338097,0.0001067212,0.00003892848,0.09310255,0.00007859072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914755,0.0006266288,0.000001645716,0.004644895,0.0001508051,0.0001191807,0.00001105196,0.000002138855,0.002968106],"genre_scores_gemma":[0.9987571,0.0009146066,0.00009515341,0.00013643,0.00003979799,0.00000161734,0.000007673216,0.00000846597,0.00003921742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09190548,"threshold_uncertainty_score":0.9057977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07900320558545255,"score_gpt":0.2867083425542327,"score_spread":0.2077051369687802,"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."}}