{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002383924,0.0001958581,0.0006256462,0.001256239,0.00002529773,0.00003256491,0.0001221991,0.000332284,0.00008196401],"category_scores_gemma":[0.0003482329,0.000138339,0.000150982,0.0003899078,0.00005847503,0.00008144408,0.00005917143,0.001548115,0.00002314909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005736825,"about_ca_system_score_gemma":0.0009850831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002046361,"about_ca_topic_score_gemma":0.000220723,"domain_scores_codex":[0.9981406,0.00007558939,0.0004858795,0.0001691564,0.0007283997,0.0004003957],"domain_scores_gemma":[0.9989731,0.0001979398,0.0002926648,0.0001790653,0.0001645033,0.0001926904],"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":[0.0004924713,0.00004182581,0.03103925,0.0003573536,0.0003193771,0.008747234,0.0001628146,0.000001553689,0.000113538,0.000003916796,0.8428093,0.1159114],"study_design_scores_gemma":[0.004519614,0.000612888,0.3496663,0.00172425,0.0001115555,0.0006238965,0.00001402331,0.00002556111,0.0001512573,0.0004133735,0.6419947,0.0001426211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1108445,0.004674292,0.000002599506,0.8827566,0.0003527296,0.0003542482,0.00005973626,0.00001291025,0.0009423516],"genre_scores_gemma":[0.1547497,0.05817832,0.0007889627,0.6680174,0.07442593,0.0001266002,0.0001236626,0.0004175504,0.04317183],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3186271,"threshold_uncertainty_score":0.6725877,"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."}}