{"id":"W4405049365","doi":"10.1182/blood-2024-203809","title":"Health Care Utilization for Patients with Triple Class Exposed Relapsed and Refractory Multiple Myeloma: Experience from a Canadian Center","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple myeloma; Medicine; Center (category theory); Refractory (planetary science); Lenalidomide; Family medicine; Pediatrics; Internal medicine","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":[0.0008125722,0.0003905637,0.0004349471,0.001134061,0.005200761,0.001849947,0.00156178,0.000493271,0.002020374],"category_scores_gemma":[0.00253539,0.0003367441,0.0005317489,0.005080206,0.0008931525,0.0005009305,0.001560979,0.001168359,0.0001667788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.075546,"about_ca_system_score_gemma":0.1006628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966072,"about_ca_topic_score_gemma":0.9981705,"domain_scores_codex":[0.9984797,0.000100884,0.00007336456,0.0001524408,0.0005665132,0.0006272771],"domain_scores_gemma":[0.9960181,0.0002001465,0.0006298102,0.00006925345,0.001483859,0.001598908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000909279,0.000090187,0.9758789,0.00009418566,0.00006576486,0.000391547,0.003496586,0.0002358715,0.0002107613,0.0002802797,0.005718023,0.01344696],"study_design_scores_gemma":[0.00001883829,0.00006045933,0.985394,0.0001292125,0.00004656997,0.0002794289,0.009322296,0.0004617776,0.00008805879,0.00005363336,0.004111307,0.00003456838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844082,0.001805982,0.0001958984,0.002556228,0.00004161374,0.0001155575,0.005255256,0.00002657682,0.005594561],"genre_scores_gemma":[0.9942089,0.001574415,0.0003804789,0.0008503987,0.00002165964,0.00002990907,0.002147471,0.000009322787,0.0007773445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.075546,"threshold_uncertainty_score":0.5481272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541738784469633,"score_gpt":0.2923889276660677,"score_spread":0.2669715398213714,"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."}}