{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001510889,0.0003159492,0.0007219603,0.0003776736,0.0001276899,0.0005199218,0.000302366,0.0004267348,0.001664743],"category_scores_gemma":[0.004297196,0.0001175845,0.001497601,0.0002895214,0.0004363204,0.0008760347,0.0003703197,0.000580047,0.0002107934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006655609,"about_ca_system_score_gemma":0.0005704595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715306,"about_ca_topic_score_gemma":0.004448276,"domain_scores_codex":[0.998993,0.0005424113,0.0001034468,0.0001054438,0.0001371121,0.0001186116],"domain_scores_gemma":[0.9976835,0.001666817,0.000290845,0.0001196024,0.0001012494,0.0001380716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5869573,0.00227571,0.1104902,0.001483592,0.00753709,0.000366765,0.0004685807,0.01742806,0.022793,0.0009217992,0.001387597,0.2478903],"study_design_scores_gemma":[0.01477427,0.2305657,0.6794363,0.0002308459,0.01357493,0.001309345,0.001767041,0.02787283,0.01961713,0.003802502,0.006894351,0.0001548102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929945,0.00440751,0.0007774814,0.0002023175,0.0001088978,0.00003221832,0.0001368784,0.00001902043,0.001321161],"genre_scores_gemma":[0.9991198,0.0002967652,0.0001342717,0.00005454212,0.00004447452,0.000009237117,0.0001087834,0.000007060021,0.0002251665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002715306,"threshold_uncertainty_score":0.00799042,"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."}}