{"id":"W4290068897","doi":"10.1007/s11060-022-04109-1","title":"Clinical features of glioma patients who develop pneumocystis pneumonia with temozolomide chemoradiotherapy","year":2022,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Institute of Health Services and Policy Research; Western University","funders":"Canadian Cancer Society","keywords":"Temozolomide; Chemoradiotherapy; Medicine; Glioma; Internal medicine; Pneumonia; Oncology; Surgery; Chemotherapy; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006605277,0.0003080743,0.001543611,0.000491662,0.0001783874,0.00001317856,0.0003016549,0.0001595603,0.0001351726],"category_scores_gemma":[0.0004159654,0.0002093691,0.0003461015,0.0007031111,0.0002064653,0.0001039933,0.0001177243,0.001178268,0.000005323368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006732667,"about_ca_system_score_gemma":0.001110677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000012452,"about_ca_topic_score_gemma":0.0000104108,"domain_scores_codex":[0.9963498,0.0005985029,0.001463981,0.0003619782,0.0008585938,0.0003671626],"domain_scores_gemma":[0.9962498,0.0006727673,0.001735856,0.0003468904,0.0006168019,0.0003778835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02165159,0.008259347,0.3744492,0.0001201606,0.001665905,0.0155009,0.0009370055,0.0001703805,0.3217639,0.00003994051,0.008583508,0.2468582],"study_design_scores_gemma":[0.01744897,0.04753388,0.7376035,0.0000688154,0.0004452341,0.03482265,0.0002113165,0.00002973581,0.01245279,0.00003239663,0.1490866,0.0002641033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922881,0.0002239913,0.00003334525,0.004867595,0.001211417,0.0004435134,0.00002528017,0.00002765857,0.0008791618],"genre_scores_gemma":[0.9953421,0.0002602193,0.001876417,0.00196786,0.0002206611,0.00002462292,0.000006799449,0.00006262396,0.0002386984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3631544,"threshold_uncertainty_score":0.8537825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854170254449955,"score_gpt":0.3196598722717206,"score_spread":0.3011181697272211,"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."}}