{"id":"W2115615891","doi":"10.1186/s13014-015-0396-6","title":"Comparison of radiation regimens in the treatment of Glioblastoma multiforme: results from a single institution","year":2015,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; McGill University Health Centre; McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Radiation therapy; Internal medicine; Proportional hazards model; Chemotherapy; Glioblastoma; Survival analysis; Progression-free survival; Oncology; Surgery","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":[0.0001875942,0.00009610262,0.0003757036,0.0001762242,0.00002126337,0.000003519308,0.00004232378,0.0001175956,0.000006935124],"category_scores_gemma":[0.0002020757,0.00006608757,0.00006186718,0.0002506721,0.00005928012,0.00005702932,0.000004438157,0.0000415605,0.00001046145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000850878,"about_ca_system_score_gemma":0.0001948415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008273653,"about_ca_topic_score_gemma":0.0007014925,"domain_scores_codex":[0.9988922,0.0001407851,0.0005086925,0.0001557321,0.0001919758,0.0001106245],"domain_scores_gemma":[0.9989292,0.0003345248,0.0003807987,0.0002182244,0.00008032464,0.00005691937],"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":[0.004323905,0.02321839,0.4256926,0.0000185612,0.0002379316,0.00005446982,0.04672921,0.003577353,0.008116217,0.0007199992,0.003388763,0.4839227],"study_design_scores_gemma":[0.04628651,0.02380284,0.6577433,0.00006824244,0.0003765949,0.00001646623,0.003322098,0.009635068,0.1714885,0.0001232201,0.0869945,0.0001426898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954002,0.0008878018,0.00003502964,0.001739004,0.0001832893,0.0005873221,0.00005516441,0.00001160944,0.001100533],"genre_scores_gemma":[0.9990383,0.0001352592,0.0003545141,0.00005031955,0.00008943865,0.00005603337,0.0002638501,0.00000521116,0.0000070775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.48378,"threshold_uncertainty_score":0.2694973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06888228017791012,"score_gpt":0.3731724140140451,"score_spread":0.304290133836135,"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."}}