{"id":"W3021746092","doi":"10.1016/j.ijrobp.2006.07.219","title":"187","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Nuclear medicine; Cone beam ct; Cone beam computed tomography; Seroma; Radiation therapy; Radiology; Surgery; Computed tomography; Complication","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003030953,0.0004461069,0.0002071666,0.001166198,0.0009915956,0.002652569,0.0006478257,0.0008918752,0.4810921],"category_scores_gemma":[0.001319947,0.0001996473,0.000268627,0.0009079631,0.0006474858,0.001100509,0.001188076,0.000813966,0.3511655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115455,"about_ca_system_score_gemma":0.001298566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004120488,"about_ca_topic_score_gemma":0.004139594,"domain_scores_codex":[0.9997239,0.00003955339,0.00001336179,0.00004686768,0.0001446186,0.00003175957],"domain_scores_gemma":[0.9994924,0.00007326625,0.00002063761,0.0001003468,0.0002476094,0.00006580735],"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":[0.00005217988,0.00005735223,0.0008128685,0.0001572459,0.000008082251,0.0001905156,0.0002506144,0.0001774188,0.001717952,0.06532721,0.7177562,0.2134924],"study_design_scores_gemma":[0.000002721572,0.000007080574,0.000368578,0.00003831867,0.000002400554,0.0001179481,0.00008058305,0.00003976806,0.0002502018,0.002565179,0.9965249,0.000002342752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001184114,0.001770521,0.001500492,0.002583712,0.00197161,0.00005881552,0.0006036152,0.0002648401,0.9900622],"genre_scores_gemma":[0.005764529,0.001517086,0.000689253,0.001134452,0.0003637807,0.00003431242,0.0007109363,0.0001029123,0.9896828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5189079,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063014921018459,"score_gpt":0.3220593692530963,"score_spread":0.3114292200429117,"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."}}