{"id":"W4323920848","doi":"10.1007/s11548-023-02852-y","title":"Pediatric patient-specific three-dimensional virtual models for surgical decision making in resection of hepatic and retroperitoneal tumors","year":2023,"lang":"en","type":"article","venue":"International Journal of Computer Assisted Radiology and Surgery","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"University Hospital Foundation; Servier Canada","keywords":"Hepatoblastoma; Medicine; Radiology; Gold standard (test); Perspective (graphical); Surgical planning; Medical physics; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004860461,0.00008786254,0.0003298121,0.0007142997,0.00002531734,0.000007955419,0.00008988902,0.0001482926,0.00000376461],"category_scores_gemma":[0.00005829502,0.00007524912,0.00008417001,0.0001742876,0.00008512302,0.0001072191,0.00004418344,0.0002280758,2.907404e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003584363,"about_ca_system_score_gemma":0.00002916891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.701486e-7,"about_ca_topic_score_gemma":0.000002960619,"domain_scores_codex":[0.9989299,0.0000488324,0.0005855247,0.0001110872,0.0001885128,0.0001361068],"domain_scores_gemma":[0.9982296,0.001433165,0.0001291762,0.00004411283,0.0001188176,0.00004511476],"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":[0.002422947,0.0001549463,0.1276577,0.0001000737,0.0004046351,0.002232571,0.0003079931,0.1039646,0.0001404439,0.004017764,0.006529491,0.7520668],"study_design_scores_gemma":[0.001750544,0.0004859763,0.1249158,0.0004014578,0.00001940578,0.00392778,0.00003363814,0.8588769,0.0000568159,0.007876107,0.001457135,0.0001984881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500068,0.00150255,0.04692809,0.0001066382,0.001372566,0.00004686286,0.00000442283,0.00002487714,0.000007178594],"genre_scores_gemma":[0.9962268,0.001482348,0.001982245,0.00001938612,0.0002706524,0.000003115752,0.000006043909,0.000008564691,7.83716e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7549123,"threshold_uncertainty_score":0.306857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695412085763277,"score_gpt":0.2484489924808535,"score_spread":0.2314948716232207,"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."}}