{"id":"W2059879721","doi":"10.1016/j.radonc.2013.10.011","title":"Predictive parameters of symptomatic radiation pneumonitis following stereotactic or hypofractionated radiotherapy delivered using volumetric modulated arcs","year":2013,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Nuclear medicine; Concordance; Radiation Pneumonitis; Radiosurgery; Radiation therapy; Pneumonitis; Stereotactic radiotherapy; Lung; Lung volumes; Radiology; Internal medicine","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":[0.0006428675,0.0003333093,0.0003800965,0.0005060102,0.0001814631,0.0006371277,0.0003023605,0.0005537677,0.001246887],"category_scores_gemma":[0.005059185,0.0001361316,0.0004969572,0.000546565,0.0003259062,0.0003597985,0.0002063853,0.0005699147,0.0002191111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002633119,"about_ca_system_score_gemma":0.0003002191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008418803,"about_ca_topic_score_gemma":0.0007777883,"domain_scores_codex":[0.9997521,0.00007157207,0.00003083412,0.00003833528,0.00007025203,0.00003688092],"domain_scores_gemma":[0.9953367,0.002545415,0.001335252,0.0001988556,0.0002303343,0.0003535488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002794971,0.0001004491,0.9837578,0.00003895632,0.00009504138,0.0002576689,0.00004685032,0.001316384,0.004518923,0.00005427321,0.00008671047,0.00693207],"study_design_scores_gemma":[0.00001349112,0.0006766638,0.9934291,0.000007006547,0.0001164562,0.0005543708,0.0000917922,0.002523126,0.002305446,0.0001129052,0.0001601313,0.000009477262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998108,0.0005378101,0.0005229955,0.00003363893,0.00001510069,0.00001078703,0.0001127965,0.00001478087,0.000643893],"genre_scores_gemma":[0.9997995,0.00004158997,0.00004690333,0.000003969941,0.000008003328,0.000001602461,0.00004513382,0.000002254107,0.00005095598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001246887,"threshold_uncertainty_score":0.004171312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679600778368995,"score_gpt":0.3000944045890969,"score_spread":0.283298396805407,"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."}}