{"id":"W2765771307","doi":"10.21037/jovs.2017.09.07","title":"Image-guided thoracic surgery in the hybrid operation room","year":2017,"lang":"en","type":"review","venue":"Journal of Visualized Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital","funders":"","keywords":"Medicine; Medical physics; Fluoroscopy; Image-guided surgery; Modality (human–computer interaction); Radiology; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006485547,0.0004983287,0.004683322,0.0009020282,0.0001494452,0.0002659408,0.0002877438,0.000201963,0.0001659322],"category_scores_gemma":[0.001554998,0.0002662665,0.002791755,0.0002454322,0.00006365505,0.0003238339,0.0000402261,0.0007253845,0.00005279838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175839,"about_ca_system_score_gemma":0.00269079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004167811,"about_ca_topic_score_gemma":0.000006858257,"domain_scores_codex":[0.9948351,0.001162904,0.002441082,0.0003065139,0.0008732741,0.0003811024],"domain_scores_gemma":[0.9922588,0.003762482,0.002747864,0.0007499811,0.000306751,0.0001740504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001221098,0.0007215726,0.001363133,0.01021329,0.0008262757,0.005165237,0.0000625826,1.969162e-7,5.835425e-7,0.000005021682,0.1431816,0.8383384],"study_design_scores_gemma":[0.0003621405,0.00007212614,0.0004096115,0.04639884,0.002547271,0.004413264,0.00001730341,0.000003148761,0.00001417974,0.00001460981,0.9454935,0.0002539754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008570686,0.9958838,0.00002030382,0.0008085123,0.001422965,0.0007003858,0.0000206251,0.00001142225,0.0002749783],"genre_scores_gemma":[0.0005167713,0.9973285,0.0001154663,0.0002876015,0.001337974,0.00009570553,0.0001158739,0.00007407172,0.0001280725],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8380844,"threshold_uncertainty_score":0.999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1916321268279488,"score_gpt":0.5066278449181502,"score_spread":0.3149957180902013,"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."}}