{"id":"W4403597409","doi":"10.58931/cht.2022.1s1130","title":"Expert clinical framework report: Management of adverse events related to novel therapies for relapsed/refractory multiple myeloma (RRMM)","year":2022,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Saskatchewan Cancer Agency; Saint John Regional Hospital; Capital District Health Authority; Southlake Regional Health Center; Alberta Cancer Foundation","funders":"","keywords":"Medicine; Multiple myeloma; Adverse effect; Lenalidomide; Intensive care medicine; 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":[0.01497313,0.001613531,0.00174698,0.001965457,0.002943089,0.006094508,0.004963564,0.01683827,0.08382501],"category_scores_gemma":[0.07509019,0.0005641359,0.00348105,0.00152164,0.001183579,0.002994403,0.007464737,0.008770652,0.0402136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006027225,"about_ca_system_score_gemma":0.0286917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006551209,"about_ca_topic_score_gemma":0.01143834,"domain_scores_codex":[0.9795642,0.008876161,0.003074077,0.001513209,0.005427966,0.001544419],"domain_scores_gemma":[0.9346356,0.01189213,0.009240194,0.001716961,0.02899344,0.01352173],"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":[0.00005932429,0.000075424,0.000392745,0.001149019,0.0000316501,0.0002371766,0.00006933312,0.0003381994,0.00007450711,0.001886707,0.8874315,0.1082544],"study_design_scores_gemma":[0.0002181388,0.0001172302,0.001006879,0.006667841,0.0000531741,0.000479449,0.0001240369,0.0004755242,0.00009757406,0.004890331,0.9858285,0.00004132732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0009221102,0.02618599,0.01256999,0.6290895,0.03515061,0.009049182,0.007776975,0.001611556,0.2776442],"genre_scores_gemma":[0.02499551,0.06986794,0.07196694,0.5453662,0.1028878,0.01391203,0.01895794,0.001088936,0.1509568],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08382501,"threshold_uncertainty_score":0.2804226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04678523042382879,"score_gpt":0.3616012315001819,"score_spread":0.3148160010763531,"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."}}