{"id":"W1988652699","doi":"10.1215/15228517-2007-002","title":"Survey of treatment recommendations for anaplastic oligodendroglioma","year":2007,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Regional Cancer Foundation; Princess Margaret Cancer Centre; University of Calgary","funders":"","keywords":"Oligodendroglioma; Temozolomide; Medicine; Radiation therapy; Oncology; Internal medicine; Clinical trial; Glioma; Lomustine; Chemotherapy; Family medicine; Astrocytoma; Cancer research; Vincristine","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":[0.0002853332,0.0001433819,0.0004365371,0.0002197844,0.00005753247,0.000003666142,0.00005053525,0.0001112826,0.0001018445],"category_scores_gemma":[0.0003553808,0.0001154837,0.0001176423,0.000252149,0.00005495729,0.00002326689,0.00001802459,0.00005388187,0.00002031092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003987839,"about_ca_system_score_gemma":0.000220909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002897447,"about_ca_topic_score_gemma":0.001999178,"domain_scores_codex":[0.9989275,0.00007796473,0.0003816353,0.0002493915,0.00007957117,0.0002838979],"domain_scores_gemma":[0.9968888,0.002396247,0.0001468895,0.0002324773,0.0001791226,0.0001565002],"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":[0.003264171,0.009697579,0.2547486,0.00008696657,0.0008528648,0.0006287027,0.0006293548,0.00003238227,0.2210221,0.001328764,0.02650896,0.4811995],"study_design_scores_gemma":[0.01663336,0.03625198,0.3556722,0.00003650872,0.0007051424,0.0003145303,0.0001403523,0.0003692424,0.2414753,0.00007560855,0.3481017,0.0002240503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927269,0.0001895031,0.0004492146,0.00297705,0.0006455061,0.000955966,0.000171283,0.00004073559,0.001843845],"genre_scores_gemma":[0.9977028,0.0001006533,0.001302314,0.0004167934,0.00007716961,0.0001198745,0.0002303172,0.00002263798,0.00002738083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809754,"threshold_uncertainty_score":0.4709287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06895933856419427,"score_gpt":0.3679147727037987,"score_spread":0.2989554341396045,"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."}}