{"id":"W4384460914","doi":"10.58931/cht.2023.2s0736","title":"Navigating challenging treatment decisions in relapsed and refractory multiple myeloma (RRMM)","year":2023,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; London Health Sciences Centre; Western University","funders":"University of British Columbia; University of Ottawa; University of Alberta; University of Calgary","keywords":"Medicine; Multiple myeloma; Intensive care medicine; Refractory (planetary science); Oncology; Clinical trial; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01811217,0.000466598,0.001545624,0.001625073,0.00734144,0.01139256,0.002324131,0.004310615,0.007428334],"category_scores_gemma":[0.06549944,0.000623538,0.001038278,0.001446662,0.004623782,0.005759687,0.006961475,0.01479407,0.001806304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01051938,"about_ca_system_score_gemma":0.03916446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02905318,"about_ca_topic_score_gemma":0.07850885,"domain_scores_codex":[0.9847693,0.01004922,0.00077515,0.001108402,0.00178464,0.001513318],"domain_scores_gemma":[0.9623794,0.01787842,0.003866344,0.0006232077,0.004321665,0.01093095],"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":[0.0006368804,0.0004495472,0.02222633,0.001400526,0.0004476353,0.002840343,0.01108595,0.004830406,0.0006670352,0.03357073,0.4344966,0.4873481],"study_design_scores_gemma":[0.0004061691,0.000564117,0.01499877,0.005438119,0.0004535799,0.003626682,0.03127098,0.007394714,0.0008906314,0.3535556,0.5809082,0.0004925763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0422425,0.04576036,0.01420534,0.857394,0.004317938,0.0002854754,0.0004758262,0.000303369,0.03501515],"genre_scores_gemma":[0.5895736,0.0801602,0.07758879,0.2290282,0.01378067,0.0004982225,0.001130825,0.0005415452,0.007697996],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9709468,"threshold_uncertainty_score":0.09578747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0474630905079517,"score_gpt":0.3348810642120623,"score_spread":0.2874179737041106,"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."}}