{"id":"W4389246672","doi":"10.1182/blood-2023-185151","title":"Global Access to Multiple Myeloma Medications (GLAMM-2 Study): Access and Barriers to Chemoimmunotherapies and Transplant","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Expanded access; Multiple myeloma; Carfilzomib; Bortezomib; Family medicine; Internal medicine; Oncology","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":[],"consensus_categories":[],"category_scores_codex":[0.001609802,0.0002086349,0.0003103107,0.0007338431,0.0003631631,0.0008281372,0.0004511072,0.000462703,0.002871268],"category_scores_gemma":[0.002782896,0.000178608,0.0006232433,0.001945861,0.000305053,0.0009127976,0.001195001,0.0006679985,0.0002658285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004054559,"about_ca_system_score_gemma":0.0007136457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007281338,"about_ca_topic_score_gemma":0.008260364,"domain_scores_codex":[0.9988382,0.0004755094,0.0001624859,0.0001449873,0.0001879653,0.0001907408],"domain_scores_gemma":[0.9965214,0.0004502367,0.002253273,0.00008523177,0.0001713794,0.0005185321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001579348,0.00008277162,0.9960048,0.0000917719,0.00007813198,0.00003583128,0.0002536021,0.00003146868,0.00003117083,0.0000405794,0.0006095149,0.0025825],"study_design_scores_gemma":[0.00004780333,0.0002068045,0.9969887,0.0001003305,0.00006686836,0.0001303283,0.000887399,0.00008699505,0.00004056715,0.00003679298,0.001401599,0.000005783743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912058,0.001412052,0.0001146783,0.0006488216,0.00001606766,0.0001286255,0.003675365,0.000005655489,0.002792916],"genre_scores_gemma":[0.9971313,0.0004624912,0.0001578561,0.000374665,0.00002496118,0.0001362587,0.001305248,0.000003170224,0.0004038632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007281338,"threshold_uncertainty_score":0.01447791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373613693826526,"score_gpt":0.3546823641972789,"score_spread":0.3209462272590136,"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."}}