{"id":"W4417007208","doi":"10.1182/blood-2025-2815","title":"Who participates in myeloma trials? clinical and geographic predictors of access and outcomes in British Columbia, Canada.","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Leukemia & Lymphoma Society of Canada; BC Cancer Agency; University of British Columbia","funders":"","keywords":"Cohort; Proportional hazards model; Socioeconomic status; Marital status; Retrospective cohort study; Multivariate analysis; Univariate; Observational study; Univariate analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002438402,0.0002382324,0.0005172318,0.001149849,0.002980637,0.001834086,0.001545531,0.0007526647,0.003394871],"category_scores_gemma":[0.006675685,0.0003469912,0.0002996166,0.005530576,0.001140345,0.0005040303,0.001340544,0.001069611,0.0003774853],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01498692,"about_ca_system_score_gemma":0.03602809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9626218,"about_ca_topic_score_gemma":0.9806552,"domain_scores_codex":[0.9974378,0.0005320938,0.0002737459,0.0003915441,0.0005453628,0.0008193435],"domain_scores_gemma":[0.9859211,0.001493265,0.004042738,0.0003739505,0.002592365,0.00557664],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002404558,0.00004746099,0.9926877,0.00006851363,0.00003682111,0.00008834225,0.0003332565,0.0000647688,0.00007173131,0.00005186591,0.002132218,0.004176998],"study_design_scores_gemma":[0.00005389989,0.00005479497,0.9966776,0.0001107647,0.00003772635,0.0001008115,0.0009573959,0.0001817431,0.00003916905,0.00005393208,0.001721613,0.00001056305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802715,0.003326197,0.0001228194,0.003641163,0.00002589207,0.000173756,0.008408284,0.00001797356,0.00401239],"genre_scores_gemma":[0.9952583,0.001064412,0.0001910616,0.000831948,0.00002794433,0.0001127964,0.001543438,0.000008339068,0.0009617524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9975616,"threshold_uncertainty_score":0.1087382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2550267600153635,"score_gpt":0.5230802003486432,"score_spread":0.2680534403332797,"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."}}