{"id":"W4308977252","doi":"10.1093/neuonc/noac209.571","title":"INNV-31. PROTECT: PROCARBAZINE, LOMUSTINE, AND VINCRISTINE VERSUS TEMOZOLAMIDE IN HIGH-RISK, LOW-GRADE GLIOMAS: A RETROSPECTIVE COHORT STUDY","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Procarbazine; Medicine; Lomustine; Oligodendroglioma; Temozolomide; Vincristine; Internal medicine; Retrospective cohort study; Glioma; Surgery; Oncology; Chemotherapy; Astrocytoma; Cyclophosphamide","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010087,0.0003334676,0.0005143486,0.0004206225,0.0004231637,0.0006080559,0.0005689209,0.0004535961,0.001321423],"category_scores_gemma":[0.001338115,0.0003344077,0.000837544,0.0008017435,0.0003741707,0.0003643259,0.0003765903,0.0004197863,0.0002574005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094538,"about_ca_system_score_gemma":0.0008841838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238488,"about_ca_topic_score_gemma":0.01546434,"domain_scores_codex":[0.9992167,0.0002251587,0.00007559476,0.0002261751,0.0001225511,0.0001337576],"domain_scores_gemma":[0.9988238,0.0001920654,0.0004423379,0.000119698,0.0001080008,0.0003140384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008818033,0.0002339767,0.9873574,0.0000371147,0.0004750199,0.0001572217,0.00007758574,0.00007226126,0.0004320008,0.00002014599,0.0001699764,0.002149402],"study_design_scores_gemma":[0.0007748846,0.006119775,0.9897383,0.00002552414,0.0006017903,0.0007129506,0.000326811,0.0004372697,0.0003665413,0.0000379668,0.0008363967,0.00002171391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991152,0.0003377774,0.00004216148,0.00001228433,0.00000515511,0.00002572869,0.0003425665,0.000001251667,0.0001178905],"genre_scores_gemma":[0.9989821,0.0001504768,0.00006891887,0.00002728225,0.000008799281,0.00002532933,0.0005880311,0.000001582932,0.0001473058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01238488,"threshold_uncertainty_score":0.0246256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348788292756997,"score_gpt":0.2811417409764694,"score_spread":0.2676538580488995,"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."}}