{"id":"W2998662373","doi":"10.1002/9780471420194.tnmc16.pub3","title":"Gallbladder","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Gallbladder; Cystic duct; Medicine; Physical examination; General surgery; Radiology; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002884248,0.0002969244,0.0006049187,0.0001597462,0.00005773821,0.00001700727,0.0001729157,0.0002504912,0.01780864],"category_scores_gemma":[0.00006723874,0.0002397658,0.0001859982,0.0000397534,0.0001227493,0.00001453934,0.0001023055,0.0002929786,0.000544914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003871463,"about_ca_system_score_gemma":0.000131209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002619999,"about_ca_topic_score_gemma":0.001075926,"domain_scores_codex":[0.9990063,0.000008686933,0.0001281018,0.0003523346,0.0002419781,0.000262634],"domain_scores_gemma":[0.998771,0.00001304432,0.0001666338,0.0008818949,0.00004201728,0.0001253721],"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":[0.00002383335,0.0001033562,0.001092204,0.0001559831,0.000345365,0.0001762525,0.00003232968,5.693932e-9,0.00001258955,0.000009666356,0.9902112,0.007837162],"study_design_scores_gemma":[0.0008829879,0.00008784849,0.009851813,0.0007902586,0.0002741892,0.00004946927,0.0000134672,0.00000247305,0.000005292854,0.000008034732,0.9878032,0.0002309804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005306134,0.01127033,0.000005019497,0.001369621,0.0005315992,0.0003107726,0.001549699,0.0003116728,0.9845982],"genre_scores_gemma":[0.0004436286,0.001459772,0.0008481365,0.0008659186,0.003710267,0.00002205215,0.001458416,0.0004523633,0.9907395],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01726373,"threshold_uncertainty_score":0.9830892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560607617531914,"score_gpt":0.3322568791730509,"score_spread":0.2966508029977318,"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."}}