{"id":"W3213759191","doi":"10.1182/blood-2021-149339","title":"Outcomes Following Biochemical or Clinical Progression in Patients with Multiple Myeloma","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Multiple myeloma; Plasma cell leukemia; Internal medicine; Creatinine; Lenalidomide; Gastroenterology; Surgery; Oncology","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":[0.0006376788,0.000208576,0.0003295361,0.0008873537,0.0004003341,0.0006928946,0.0002988825,0.0003378147,0.001035894],"category_scores_gemma":[0.002113643,0.0001022733,0.000356849,0.001215404,0.0002549216,0.0005756516,0.0005986901,0.0006316353,0.0001692028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004413383,"about_ca_system_score_gemma":0.0003792661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224717,"about_ca_topic_score_gemma":0.002604965,"domain_scores_codex":[0.9995634,0.0001017583,0.00006011772,0.00008128057,0.00009213485,0.000101273],"domain_scores_gemma":[0.9982431,0.0001914373,0.0009413676,0.00003774462,0.0001962923,0.0003899559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009421365,0.00001459671,0.9983836,0.00001293257,0.00001792871,0.0001476778,0.00003638042,0.00004723564,0.00004955666,0.000009330114,0.00008202248,0.001104397],"study_design_scores_gemma":[0.000005094027,0.0001237605,0.9985781,0.000009275899,0.00001919558,0.0007451884,0.0001308901,0.0001441688,0.00003538556,0.00003150593,0.0001729249,0.000004431946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980039,0.0006924946,0.00004619026,0.00008199018,0.000006774771,0.000009838602,0.0005755196,0.000004467716,0.00057881],"genre_scores_gemma":[0.9993203,0.0001188939,0.00002590352,0.00002043422,0.00001383467,0.000005644298,0.0004385421,9.273586e-7,0.00005553223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00224717,"threshold_uncertainty_score":0.004468143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03303626481738194,"score_gpt":0.3652707919915378,"score_spread":0.3322345271741559,"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."}}