{"id":"W4393092712","doi":"10.1158/1538-7445.am2024-1058","title":"Abstract 1058: Immune biomarkers for recurrence in stage II and III melanoma to guide patient stratification","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Stratification (seeds); Stage (stratigraphy); Risk stratification; Melanoma; Immune system; Internal medicine; Oncology; Immunology; Cancer research; 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":[0.001014984,0.000336314,0.0004301454,0.00123563,0.0002440128,0.0007909167,0.0003651656,0.0004283509,0.005266557],"category_scores_gemma":[0.002026671,0.0001327791,0.0003243827,0.0007276796,0.0001231766,0.000360875,0.0003501299,0.0005118952,0.001617978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003122813,"about_ca_system_score_gemma":0.0002386334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009361481,"about_ca_topic_score_gemma":0.001984223,"domain_scores_codex":[0.9997616,0.00008318872,0.00004003077,0.00003257615,0.00004844874,0.00003405392],"domain_scores_gemma":[0.9992431,0.000178028,0.0002138903,0.00005244271,0.0002048039,0.0001076668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009738869,0.00009603677,0.9288111,0.0001276092,0.00006462705,0.0003651876,0.00008069526,0.0005171335,0.009818698,0.0001894536,0.008943019,0.05001251],"study_design_scores_gemma":[0.00006019093,0.0004065398,0.977702,0.0001083223,0.0001068347,0.001433244,0.0001933136,0.00616822,0.005114758,0.0005336439,0.008151371,0.00002154352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748687,0.003794186,0.007291651,0.001271072,0.0001418428,0.0002175339,0.003553276,0.0004687941,0.008392791],"genre_scores_gemma":[0.987501,0.0003994415,0.00727789,0.0002420715,0.000120445,0.0001205958,0.002361786,0.00006396419,0.00191282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005266557,"threshold_uncertainty_score":0.01761836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07857506064394973,"score_gpt":0.4311870714104123,"score_spread":0.3526120107664626,"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."}}