{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002464226,0.0009236608,0.003520267,0.001682645,0.000699771,0.0004942357,0.003784271,0.0004572608,0.003522468],"category_scores_gemma":[0.0006035672,0.0007929713,0.0009930414,0.0008864322,0.0002146678,0.0005024346,0.004579526,0.001761299,0.0003572766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445581,"about_ca_system_score_gemma":0.001953251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000416473,"about_ca_topic_score_gemma":0.00017272,"domain_scores_codex":[0.9911494,0.001731366,0.001754621,0.002287528,0.001160058,0.001917058],"domain_scores_gemma":[0.9946066,0.0008166493,0.0003212135,0.00215867,0.001137181,0.0009597354],"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":[0.004195232,0.0007183636,0.1727843,0.005573261,0.0008240399,0.002139513,0.0008402076,0.000001370532,0.000007269608,0.00001024003,0.0385125,0.7743937],"study_design_scores_gemma":[0.00239088,0.01219461,0.0003093505,0.001116311,0.0009521435,0.000393677,0.0004038023,0.0003158131,0.000006272093,0.00002560946,0.9815125,0.0003789803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04890666,0.9041703,0.002269402,0.0006777851,0.001038081,0.03730647,0.004531753,0.0001923872,0.0009071956],"genre_scores_gemma":[0.01519893,0.9207153,0.01404281,0.0009422767,0.0006778731,0.02809355,0.01850657,0.0004818894,0.001340827],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.943,"threshold_uncertainty_score":0.9994521,"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."}}