{"id":"W4384070335","doi":"10.1093/noajnl/vdad071.043","title":"A RADIATION ONCOLOGIST’S EXPERIENCE TREATING MALIGNANT GLIOMA WITH TUMOR TREATING FIELDS IN CANADA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Radiation oncologist; Radiation therapy; Adjuvant; Glioma; Glioblastoma; Internal medicine; Adjuvant radiotherapy; Surgery; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009328587,0.0001980043,0.0004319799,0.0001814324,0.0001227167,0.00001017983,0.00008576817,0.00005812875,0.00004626516],"category_scores_gemma":[0.0003094178,0.0001459444,0.00003854356,0.000719393,0.00007097793,0.0001314187,0.00003255391,0.0001637912,0.00001012282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007801086,"about_ca_system_score_gemma":0.0008872758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1685319,"about_ca_topic_score_gemma":0.7176957,"domain_scores_codex":[0.9984741,0.00009475323,0.0003336898,0.0004346982,0.000228717,0.000434031],"domain_scores_gemma":[0.9985971,0.0008638511,0.0001779678,0.000201074,0.00004182333,0.0001181461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003054607,0.0002028409,0.9030511,0.00003699487,0.00002442712,0.01746951,0.0008899352,0.00171372,0.007462356,0.00004528031,0.0003656831,0.06843271],"study_design_scores_gemma":[0.01035353,0.005415487,0.8632959,0.0003347312,0.0001501723,0.001862441,0.01018083,0.004132896,0.08262117,0.00008198301,0.02103999,0.0005309233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949301,0.0004985656,0.000006350615,0.002041405,0.0002597097,0.0004591825,0.000007098924,0.00008400309,0.001713595],"genre_scores_gemma":[0.9978444,0.0002168765,0.0004254659,0.0008537215,0.00007733171,0.0005189887,0.00001886108,0.0000187804,0.00002560139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491638,"threshold_uncertainty_score":0.8370049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739590032080399,"score_gpt":0.2976910894886233,"score_spread":0.2802951891678193,"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."}}