{"id":"W1998283739","doi":"10.1080/13651820600593087","title":"Use of a collagen-sealing device in hepatic resection: a comparative analysis to standard resection technique","year":2006,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Blood loss; Surgery; Dissection (medical); Blood transfusion; Resection","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003027092,0.0001128043,0.0004237857,0.0006704963,0.00004916905,0.00001848609,0.00003229434,0.000077406,0.00007395491],"category_scores_gemma":[0.00004808058,0.0001029693,0.0001244252,0.002380167,0.00002348683,0.0000695653,0.0000184433,0.00007309603,0.000007279807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358027,"about_ca_system_score_gemma":0.00007146056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00414869,"about_ca_topic_score_gemma":0.01115435,"domain_scores_codex":[0.9988877,0.0001350967,0.0003313398,0.0002232886,0.0002594888,0.0001630588],"domain_scores_gemma":[0.9993348,0.0001015524,0.00007684519,0.0002166323,0.0002040399,0.00006617033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001158063,0.0001503401,0.9823499,0.00006548469,0.0002480734,0.00007437019,0.0004607211,0.0002110913,0.01449525,0.00002710414,0.000455894,0.0003036952],"study_design_scores_gemma":[0.002241209,0.002901896,0.5490841,0.0004619893,0.001923679,0.00002835377,0.0004372167,0.02959017,0.4054599,0.00005173527,0.007453001,0.0003667224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901851,0.0001592198,0.007671083,0.00009548049,0.00002049315,0.001014131,0.00001826455,0.00003444973,0.0008017535],"genre_scores_gemma":[0.9882292,0.00001111961,0.01108477,0.00003284082,0.00004166362,0.0002038094,0.00005686412,0.000008565404,0.0003312305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4332658,"threshold_uncertainty_score":0.6271607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251395734159962,"score_gpt":0.3296043569895814,"score_spread":0.2044647835735852,"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."}}