{"id":"W2808748371","doi":"10.1016/j.clml.2018.06.018","title":"Multiple Myeloma Treatment in Real-world Clinical Practice: Results of a Prospective, Multinational, Noninterventional Study","year":2018,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Janssen Pharmaceuticals; Takeda Oncology","keywords":"Medicine; Multinational corporation; Multiple myeloma; Clinical Practice; Oncology; Internal medicine; Family medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009338806,0.0004724647,0.0004881248,0.0009956895,0.0008000002,0.001838255,0.0008455741,0.0009636946,0.001515817],"category_scores_gemma":[0.01682559,0.0005487888,0.0008649181,0.00222586,0.0009673513,0.001772809,0.001549466,0.0008631347,0.0003623905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008994888,"about_ca_system_score_gemma":0.001459643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005855038,"about_ca_topic_score_gemma":0.007786778,"domain_scores_codex":[0.9925548,0.004936364,0.0006382077,0.0007202477,0.0007004882,0.0004498521],"domain_scores_gemma":[0.9785306,0.004415755,0.01230967,0.001309961,0.001502121,0.001931902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003384223,0.0003173927,0.9978477,0.00002264317,0.0001334046,0.00002698823,0.0002969319,0.00002363031,0.00002531594,0.00001381139,0.0001047338,0.0008492355],"study_design_scores_gemma":[0.0001214747,0.0006160576,0.9978132,0.0000189166,0.00007207878,0.00008924222,0.0008247041,0.0001708581,0.00001323828,0.00001571857,0.0002353287,0.00000926646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988676,0.0001929649,0.00007949923,0.0001083317,0.000008451772,0.00006620742,0.0003507465,0.000003476791,0.000322658],"genre_scores_gemma":[0.9988286,0.0001271946,0.0001708876,0.0001534273,0.00002204282,0.0001302366,0.0004888326,0.000003714199,0.00007502585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009338806,"threshold_uncertainty_score":0.04938895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08839271982467811,"score_gpt":0.45732599415284,"score_spread":0.3689332743281619,"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."}}