{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01130179,0.0002251725,0.0005158933,0.003539818,0.005073765,0.002388876,0.001894394,0.001222326,0.003970182],"category_scores_gemma":[0.03670792,0.0004752637,0.000565071,0.007596798,0.003019826,0.001327604,0.002301007,0.001152798,0.0003001988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03815114,"about_ca_system_score_gemma":0.06904116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9440205,"about_ca_topic_score_gemma":0.9262992,"domain_scores_codex":[0.9867379,0.002189606,0.0015856,0.0009255502,0.006024112,0.002537267],"domain_scores_gemma":[0.9609904,0.009296719,0.01039065,0.000599136,0.01165207,0.00707108],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008188243,0.00006297199,0.9247419,0.0006468911,0.00006342064,0.0002907151,0.04043062,0.0001199408,0.0001776967,0.0005090422,0.01019974,0.02267528],"study_design_scores_gemma":[0.00001724921,0.00008041591,0.906859,0.0006034591,0.00002553854,0.0003028911,0.07954895,0.0003312069,0.00007073867,0.0001312242,0.01196799,0.0000613897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693793,0.003390979,0.0002458802,0.01664948,0.00008336829,0.0001901322,0.002220677,0.00002188269,0.007818298],"genre_scores_gemma":[0.9940332,0.002639358,0.000265945,0.002027604,0.00003391643,0.00005737214,0.0004148922,0.00001042302,0.0005173736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9886982,"threshold_uncertainty_score":0.2768072,"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."}}