{"id":"W3171268121","doi":"10.1093/neuonc/noab090.039","title":"EMBR-21. CLINICALLY TRACTABLE OUTCOME PREDICTION OF GROUP 3/4 MEDULLOBLASTOMA BASED ON TPD52 IMMUNOHISTOCHEMISTRY: A MULTICOHORT STUDY","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medulloblastoma; Oncology; Internal medicine; Biomarker; Immunohistochemistry; Risk stratification; Receiver operating characteristic; Multivariate analysis; Medicine; Bioinformatics; Biology; Pathology; 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":[0.002367606,0.0004125054,0.000517058,0.0009824262,0.0004410513,0.0007004801,0.0003957404,0.0004240371,0.001214216],"category_scores_gemma":[0.002592,0.0002137233,0.0008375887,0.0004443588,0.0004871456,0.0003238765,0.0007280331,0.0004542895,0.000319772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291253,"about_ca_system_score_gemma":0.0003910031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411148,"about_ca_topic_score_gemma":0.001278406,"domain_scores_codex":[0.999243,0.0002182589,0.00005505275,0.0002928045,0.0001074148,0.00008343829],"domain_scores_gemma":[0.9983949,0.0003702651,0.0004601787,0.0003301092,0.0002047795,0.0002397433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002824453,0.0003019001,0.9593705,0.0000907356,0.0008056784,0.0005093535,0.0003512817,0.0007970342,0.02364599,0.0001058143,0.0003589472,0.01083824],"study_design_scores_gemma":[0.0001054114,0.001704102,0.9789225,0.00002486573,0.0007637743,0.002137727,0.0004884488,0.005868257,0.007419382,0.0005291222,0.002001413,0.00003493026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988084,0.0002388228,0.0005222913,0.00001503256,0.000004637694,0.00002239301,0.0003073129,0.000008969578,0.00007215948],"genre_scores_gemma":[0.9985327,0.00006138073,0.0005000319,0.0000173848,0.00000574944,0.0000267503,0.0007333327,0.00001031599,0.0001125376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002367606,"threshold_uncertainty_score":0.01252121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222417297214018,"score_gpt":0.3545420029800312,"score_spread":0.332317830007891,"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."}}