{"id":"W4232291756","doi":"10.1007/978-3-662-46875-3_4025","title":"Neuro-oncology: Primary CNS Tumors","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Primary (astronomy); Medicine; Oncology; Internal medicine; Physics","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":[0.000213394,0.0008597869,0.0004310569,0.001388367,0.0005882719,0.001817764,0.0005298086,0.0009463063,0.04714312],"category_scores_gemma":[0.0006516327,0.0002150886,0.0002572619,0.001271744,0.0006906182,0.001755895,0.001163179,0.00213508,0.02140992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532867,"about_ca_system_score_gemma":0.001790936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148491,"about_ca_topic_score_gemma":0.00883044,"domain_scores_codex":[0.9998531,0.00002624931,0.000006257591,0.00001618457,0.00008142091,0.00001670202],"domain_scores_gemma":[0.9998237,0.00007511549,0.00001206786,0.000009168507,0.00004892167,0.00003113591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001056696,0.00003616624,0.00008259261,0.0004005875,0.00000400526,0.0001674825,0.000208305,0.00042554,0.0003516168,0.04590354,0.715665,0.2367446],"study_design_scores_gemma":[0.000001375795,0.000004428237,0.0000923835,0.0002201621,0.00000169475,0.0003511648,0.00003528653,0.00003473416,0.00005861013,0.009072322,0.9901253,0.000002471054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006938798,0.150025,0.003049275,0.006911005,0.01135265,0.00004946414,0.0003059818,0.0001766261,0.8274361],"genre_scores_gemma":[0.004680028,0.1100405,0.002519484,0.005420906,0.005297338,0.00007092033,0.0003506042,0.0001788535,0.8714413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04714312,"threshold_uncertainty_score":0.1577095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03184006590032296,"score_gpt":0.2845201230476393,"score_spread":0.2526800571473163,"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."}}