{"id":"W4399556881","doi":"10.1016/j.hpb.2024.04.066","title":"Comparing resection and stereotactic body radiation therapy for HCC with macrovascular invasion","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Stereotactic radiation therapy; Resection; Radiation therapy; Radiology; Oncology; Internal medicine; Radiosurgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002743857,0.00006778533,0.0001293285,0.00008071477,0.00006884831,0.00006629228,0.00001939323,0.00002973412,0.00001322396],"category_scores_gemma":[0.00005636633,0.00004755587,0.00003246167,0.0000860901,0.00002651399,0.00007784703,0.00000757961,0.0001697469,0.000003217159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003350801,"about_ca_system_score_gemma":0.00002971388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004616392,"about_ca_topic_score_gemma":0.000003078573,"domain_scores_codex":[0.999487,0.00002055001,0.00008842933,0.0001739014,0.000122799,0.0001073396],"domain_scores_gemma":[0.9997325,0.00007296172,0.00001876705,0.00009296782,0.00002215793,0.00006067047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001313879,0.0001202571,0.1704867,0.00131215,0.0005548579,0.0001152048,0.001510809,0.00007802956,0.03102056,0.0007701362,0.004141522,0.7885759],"study_design_scores_gemma":[0.004402441,0.00107117,0.1377549,0.00070651,0.00016762,0.0004221327,0.00006733941,0.7517245,0.001572983,0.0001326001,0.1017983,0.0001794718],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975692,0.002786285,0.01973944,0.0009016956,0.0001880112,0.0003445167,3.748768e-7,0.00007977252,0.0002678879],"genre_scores_gemma":[0.9969392,0.0005797456,0.001618148,0.0002703802,0.0002550002,0.00002280239,0.00002246947,0.00002272492,0.0002695237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7883964,"threshold_uncertainty_score":0.1939272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941913233142881,"score_gpt":0.300518758486036,"score_spread":0.2810996261546072,"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."}}