{"id":"W2783612709","doi":"10.21037/hbsn.2017.12.14","title":"Intrahepatic cholangiocarcinoma, are we making progress?","year":2018,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; Intrahepatic Cholangiocarcinoma; General surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002947039,0.0005977109,0.001273189,0.0005174864,0.0002617937,0.00009311929,0.00009723485,0.0008398721,0.0001449102],"category_scores_gemma":[0.00006634829,0.0005463378,0.0004900873,0.0003319643,0.0004277353,0.0002007761,0.0001009156,0.001196748,0.00005260207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463518,"about_ca_system_score_gemma":0.0001120455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002260796,"about_ca_topic_score_gemma":0.00001502282,"domain_scores_codex":[0.9971676,0.0001662476,0.0006072051,0.0008919246,0.0005050934,0.0006619515],"domain_scores_gemma":[0.9983603,0.0003652389,0.0003471026,0.0005743086,0.0002291733,0.0001238985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001939971,0.0001191247,0.3053736,0.004114871,0.0001865719,0.001832256,0.0001174616,1.18005e-9,0.000004779915,0.00000133784,0.6852118,0.002844215],"study_design_scores_gemma":[0.0008128625,0.0003018868,0.1049879,0.008122237,0.0006845472,0.00105128,0.000124966,0.00002764578,0.0001272895,0.0003250982,0.8827082,0.0007260662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2584239,0.09051821,0.00001160443,0.6465199,0.001621092,0.001778076,0.0001983708,0.0003879438,0.0005409149],"genre_scores_gemma":[0.6218201,0.01930976,0.0002420598,0.3351371,0.02001312,0.0009267816,0.001607102,0.0002146352,0.0007293585],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3633962,"threshold_uncertainty_score":0.9996988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894738055039148,"score_gpt":0.2779047379959437,"score_spread":0.2289573574455522,"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."}}