{"id":"W4317702565","doi":"10.1016/j.jcpo.2023.100407","title":"Subgroups and precision in myeloma","year":2023,"lang":"en","type":"letter","venue":"Journal of Cancer Policy","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Multiple myeloma; Medicine; Internal medicine","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":[0.03299557,0.001064302,0.003583647,0.002365642,0.02046248,0.01978256,0.00529735,0.1629334,0.01714522],"category_scores_gemma":[0.104452,0.002056817,0.002541666,0.002573393,0.02032377,0.01589552,0.01294536,0.09926265,0.005171231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02336238,"about_ca_system_score_gemma":0.05066182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07247825,"about_ca_topic_score_gemma":0.1072055,"domain_scores_codex":[0.9737425,0.01039385,0.002478706,0.002511415,0.005852886,0.005020529],"domain_scores_gemma":[0.9065257,0.06345189,0.003700907,0.002533375,0.00627048,0.01751762],"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":[0.00006748319,0.00004743379,0.0008579579,0.00006507403,0.00003361997,0.0004536693,0.0005038074,0.00009616703,0.00006935892,0.03338282,0.956261,0.008161528],"study_design_scores_gemma":[0.0003805505,0.00007926375,0.00195433,0.0009766959,0.000107899,0.0006569294,0.002112121,0.000646289,0.0002205669,0.1152998,0.87739,0.0001754585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001642732,0.000935258,0.00002418444,0.9928284,0.004224203,0.000003975109,0.00001634899,0.000003701819,0.001799609],"genre_scores_gemma":[0.002732978,0.0005951757,0.00006712115,0.9792297,0.01425339,0.0000203754,0.00001177945,0.000008787988,0.00308063],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1629334,"threshold_uncertainty_score":0.1744993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031091324552851,"score_gpt":0.3915008625249169,"score_spread":0.3511899492793885,"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."}}