{"id":"W4311978577","doi":"10.14740/gr1573","title":"An Open-Access, Interactive Decision-Support Tool to Facilitate Guideline-Driven Care for Hepatocellular Carcinoma","year":2022,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Exelixis","keywords":"Medicine; Triage; Receipt; Hepatocellular carcinoma; Guideline; Liver disease; Intensive care medicine; Internal medicine; Medical emergency; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002928058,0.0009363345,0.001537793,0.002679953,0.0002256417,0.001396814,0.001663223,0.001549063,0.01647069],"category_scores_gemma":[0.01178976,0.0002976073,0.001780493,0.002481968,0.00023773,0.001616749,0.001259319,0.001715944,0.003794149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006453887,"about_ca_system_score_gemma":0.001657435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001135461,"about_ca_topic_score_gemma":0.003355189,"domain_scores_codex":[0.9978932,0.001050142,0.0003020384,0.00009066832,0.0005873999,0.00007655628],"domain_scores_gemma":[0.9940801,0.004656925,0.0004501551,0.00008574312,0.0005436799,0.0001833166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000103987,0.0001215895,0.0002136039,0.04619973,0.0003577328,0.0001199455,0.0001960061,0.000408482,0.0004258205,0.001436846,0.05780443,0.8926119],"study_design_scores_gemma":[0.0004058473,0.0001915943,0.002369042,0.04813033,0.001169161,0.0008621715,0.000163969,0.0009559928,0.0006047944,0.002636875,0.9424233,0.00008686166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002088379,0.949756,0.01260141,0.005664643,0.001514197,0.001090388,0.002379732,0.001514309,0.02339096],"genre_scores_gemma":[0.01355869,0.9247892,0.0473998,0.004283344,0.0009002513,0.001380313,0.002455821,0.0001415653,0.005090871],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01647069,"threshold_uncertainty_score":0.05509996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4092858874772771,"score_gpt":0.4838379476763026,"score_spread":0.0745520601990255,"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."}}