{"id":"W2042273751","doi":"10.3816/clc.2004.n.010","title":"Megavoltage Computed Tomography Imaging: A Potential Tool to Guide and Improve the Delivery of Thoracic Radiation Therapy","year":2004,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Regional Cancer Foundation","funders":"National Cancer Institute","keywords":"Tomotherapy; Medicine; Contouring; Radiation therapy; Radiology; Radiation treatment planning; Lung cancer; Nuclear medicine; Medical physics; Mediastinum; Image-guided radiation therapy; Computer science","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":[0.0002596659,0.0001383714,0.0002351595,0.00004553314,0.0000798441,0.00003019737,0.0001821408,0.00003891414,0.00004782481],"category_scores_gemma":[0.000006708568,0.00009962993,0.0001622477,0.0001766378,0.0001351238,0.0001182152,0.00004460856,0.00017352,3.948633e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003668105,"about_ca_system_score_gemma":0.00009144527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002632285,"about_ca_topic_score_gemma":0.000002580518,"domain_scores_codex":[0.9989487,0.00005554356,0.0004202396,0.0002784218,0.0001229197,0.0001741859],"domain_scores_gemma":[0.9992811,0.0001029756,0.0001781067,0.0002754423,0.00009805337,0.00006432349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001902979,0.0001256346,0.09791585,0.0000106387,0.0002034309,0.000001116548,0.0001626628,0.0005615818,0.009111608,0.0009514281,0.001355433,0.8894103],"study_design_scores_gemma":[0.01226272,0.001776239,0.5970778,0.0006841196,0.0005916015,0.000005398678,0.00028992,0.02812697,0.1730781,0.02750245,0.1559045,0.002700226],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.648067,0.003213003,0.3461727,0.001011354,0.000373781,0.0008711215,0.00006960742,0.00007542355,0.0001459586],"genre_scores_gemma":[0.9846912,0.000402718,0.01306188,0.001043676,0.0006267609,0.00009520724,0.000007554536,0.00002565587,0.00004536079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8867101,"threshold_uncertainty_score":0.4062791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009551831587050483,"score_gpt":0.3685170852425558,"score_spread":0.3589652536555053,"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."}}