{"id":"W2573071046","doi":"10.1093/neuonc/nov235.28","title":"SURG-28NEUROSURGICAL INTRAOPERATIVE SPECTROSCOPY: TOWARDS REAL-TIME CNS TUMOUR BIOPSIES","year":2015,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Gold standard (test); Biomarker; In vivo; Radiology; In vivo magnetic resonance spectroscopy; Pathology; Medical physics; Magnetic resonance imaging; Biology","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":[0.00175816,0.0004609195,0.0003175357,0.0009875539,0.0002074437,0.001064801,0.0004462109,0.0005638038,0.001745006],"category_scores_gemma":[0.001855331,0.0003222343,0.0004723442,0.0005209824,0.0005028989,0.000612037,0.0008407784,0.0004862945,0.001061206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002571037,"about_ca_system_score_gemma":0.0004765397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006075334,"about_ca_topic_score_gemma":0.001744181,"domain_scores_codex":[0.9989175,0.0004382568,0.0000856119,0.0001731302,0.000319584,0.00006591204],"domain_scores_gemma":[0.9989452,0.0002078274,0.0002881018,0.000180192,0.000272214,0.0001065813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0024135,0.0003714694,0.2581187,0.0009898391,0.0003203996,0.002459595,0.0007427962,0.003021332,0.44697,0.001046109,0.00222303,0.2813233],"study_design_scores_gemma":[0.0001376064,0.005155495,0.5564546,0.0004291565,0.0003695553,0.0277758,0.001738855,0.02423475,0.3391609,0.003303348,0.04108136,0.0001586198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186057,0.006465965,0.07005438,0.0005044798,0.0001698952,0.0001445053,0.0007962892,0.000300471,0.00295829],"genre_scores_gemma":[0.9326099,0.003698716,0.05989024,0.0003189758,0.0001154807,0.0001712605,0.001002201,0.00008117349,0.002111961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00175816,"threshold_uncertainty_score":0.009298146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02462018510000052,"score_gpt":0.3502899729657816,"score_spread":0.3256697878657811,"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."}}