{"id":"W2750842305","doi":"10.1097/cco.0000000000000411","title":"Put away your microscopes: the ependymoma molecular era has begun","year":2017,"lang":"en","type":"review","venue":"Current Opinion in Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"National Cancer Institute","keywords":"Epigenomics; Medicine; Profiling (computer programming); Context (archaeology); Ependymoma; Computational biology; Data science; Pathology; Computer science; Biology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001571797,0.000615622,0.001182533,0.001452341,0.0005372907,0.001716901,0.001079727,0.002210727,0.00436538],"category_scores_gemma":[0.004125576,0.0001727853,0.0006333023,0.001317552,0.001509225,0.00403672,0.0009878366,0.004333699,0.003365646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007227362,"about_ca_system_score_gemma":0.001847759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015961,"about_ca_topic_score_gemma":0.001647977,"domain_scores_codex":[0.9994961,0.0001163905,0.00008143703,0.00006774766,0.0001880905,0.00005021139],"domain_scores_gemma":[0.9979622,0.001048649,0.0002234092,0.00005117114,0.0005735324,0.0001409948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001338578,0.00003107394,0.0003220428,0.01619782,0.0001067704,0.0009104684,0.0003018143,0.0002529548,0.00210455,0.01397906,0.3054654,0.6601942],"study_design_scores_gemma":[0.000007561229,0.00004265497,0.0003630887,0.002879483,0.00004533039,0.002175864,0.000197433,0.000037309,0.0004151589,0.004170886,0.9896436,0.00002164091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000185827,0.9683943,0.0003457827,0.01879301,0.01059479,0.000005427711,0.0000280031,0.00001945878,0.001633427],"genre_scores_gemma":[0.002178366,0.9690505,0.0004220875,0.01389698,0.01193997,0.000008251228,0.00005954844,0.00001347195,0.002430897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00436538,"threshold_uncertainty_score":0.01460367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3334001007907215,"score_gpt":0.5155172881440954,"score_spread":0.1821171873533738,"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."}}