{"id":"W4290879690","doi":"10.1200/go.22.00119","title":"Global Myeloma Trial Participation and Drug Access in the Era of Novel Therapies","year":2022,"lang":"en","type":"review","venue":"JCO Global Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Hospital","funders":"National Cancer Institute","keywords":"Clinical trial; Medicine; Clinical endpoint; Clinical research; Multiple myeloma; Family 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":[0.0006692216,0.0002822234,0.001576986,0.00006525075,0.00007459194,0.00002954138,0.0003713639,0.0002261706,0.0001983469],"category_scores_gemma":[0.000374258,0.0001682411,0.0002614361,0.0007043339,0.000181345,0.00006767514,0.0002560438,0.0003961888,0.000005688086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023053,"about_ca_system_score_gemma":0.001193393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000888086,"about_ca_topic_score_gemma":0.001036233,"domain_scores_codex":[0.9972978,0.000783791,0.0006711976,0.0003748162,0.000484885,0.0003875336],"domain_scores_gemma":[0.9985093,0.0006214137,0.0003563983,0.0003505643,0.00004503121,0.000117313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004652561,0.001505733,0.001862777,0.001290965,0.0003729663,0.0001923968,0.0001179322,4.00629e-7,4.092797e-8,0.0006380069,0.0006427155,0.9887235],"study_design_scores_gemma":[0.02996952,0.001797,0.01272339,0.0005427247,0.0006937634,0.0001649424,0.0001013565,0.00001169396,5.87474e-8,0.0001105751,0.953756,0.0001290136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0138001,0.9758552,0.000005129215,0.0008414806,0.0003671586,0.00352671,0.0004173077,0.00001801087,0.005168896],"genre_scores_gemma":[0.009964511,0.9882186,0.0001299972,0.000208999,0.0002047025,0.0009658996,0.0002633538,0.00001227532,0.00003164095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9885945,"threshold_uncertainty_score":0.6860675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1802194036803579,"score_gpt":0.501218724591833,"score_spread":0.3209993209114751,"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."}}