{"id":"W2043275754","doi":"10.1016/j.ijrobp.2009.07.1106","title":"Determining Patterns of Therapy Choice in Patients Treated for Early Stage, Aggressive Histology Non-Hodgkin's Lymphoma","year":2009,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre","funders":"","keywords":"Medicine; Stage (stratigraphy); Lymphoma; Histology; Internal medicine; Radiation therapy; CHOP; Chemotherapy; Non-Hodgkin's lymphoma; B symptoms; Gastroenterology; Surgery; Oncology","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":[0.0003482689,0.000133185,0.0003867014,0.001011097,0.000570741,0.0006287166,0.0003017129,0.000538112,0.001857484],"category_scores_gemma":[0.003386206,0.0001494182,0.000296323,0.001159594,0.0002699312,0.0005236135,0.000280114,0.0006209331,0.0002505527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004742995,"about_ca_system_score_gemma":0.0005544025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324378,"about_ca_topic_score_gemma":0.009045142,"domain_scores_codex":[0.9996626,0.00009782698,0.00005598407,0.00005279635,0.00005664237,0.00007408032],"domain_scores_gemma":[0.9983236,0.000715145,0.0005288459,0.00004105791,0.0001216074,0.000269606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001997561,0.00004316285,0.9969636,0.000006889288,0.00001489245,0.0001053608,0.00007496278,0.00004282222,0.0001915018,0.00001209152,0.00008434636,0.00226057],"study_design_scores_gemma":[0.00001535332,0.0003388153,0.9959705,0.00001715942,0.00004946546,0.001138708,0.001064888,0.0006140166,0.0002527066,0.00008470863,0.000446365,0.000007389034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984887,0.000332257,0.00006643835,0.000185168,0.000006368226,0.000009351718,0.0001497643,0.0000037591,0.0007582045],"genre_scores_gemma":[0.9994431,0.0001390153,0.0001186836,0.00006178825,0.000006626936,0.000004529602,0.00008137542,0.000002899042,0.0001419188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005324378,"threshold_uncertainty_score":0.01058674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08088354080505063,"score_gpt":0.4629013837244371,"score_spread":0.3820178429193865,"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."}}