{"id":"W2565225713","doi":"10.3747/co.23.3298","title":"Risk Stratification, Treatment Selection, and Transplant Eligibility in Multiple Myeloma: A Qualitative Study of the Perspectives and Self-Reported Practices of Oncologists","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Comprehensive Cancer Network; National Cancer Institute; Celgene","keywords":"Medicine; Referral; Psychosocial; Psychological intervention; Family medicine; Transplantation; Multiple myeloma; Qualitative research; Nursing; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01312577,0.0004177606,0.000612371,0.001258012,0.007389207,0.003042051,0.001520499,0.001742616,0.002025755],"category_scores_gemma":[0.02390904,0.0005838121,0.0003544747,0.001235045,0.007034635,0.003039936,0.003866468,0.002398033,0.0002021025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005136913,"about_ca_system_score_gemma":0.007580609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01838785,"about_ca_topic_score_gemma":0.0276943,"domain_scores_codex":[0.9878287,0.009464014,0.0003162227,0.0005657665,0.0006443749,0.001180942],"domain_scores_gemma":[0.967867,0.02500625,0.00207577,0.0004309015,0.001974796,0.002645214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001801058,0.0000222541,0.002646205,0.00007821373,0.000002544645,0.0003405007,0.9942392,0.00002065886,0.0003130901,0.0003037805,0.0003016416,0.001713865],"study_design_scores_gemma":[0.000003098666,0.00002509574,0.0009677115,0.0001087102,0.000002103807,0.0001025676,0.9954605,0.00005642692,0.00009400618,0.0001360606,0.003036931,0.00000673007],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903324,0.0007864317,0.001909136,0.004017923,0.00006058828,0.0001379382,0.0001495738,0.00001124772,0.002594767],"genre_scores_gemma":[0.9948602,0.0008352934,0.001218859,0.001450066,0.00002166106,0.0001993061,0.00006041945,0.00001592364,0.001338089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838785,"threshold_uncertainty_score":0.06941652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1599847652198477,"score_gpt":0.4975213548833564,"score_spread":0.3375365896635087,"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."}}