{"id":"W4226210798","doi":"10.1182/bloodadvances.2022007082","title":"Outcomes after biochemical or clinical progression in patients with multiple myeloma","year":2022,"lang":"en","type":"article","venue":"Blood Advances","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Cancer Institute","keywords":"Multiple myeloma; Medicine; Internal medicine; MEDLINE; Oncology; Biology; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001340516,0.0001581515,0.0003414908,0.0000987797,0.00008125588,0.000008987783,0.0001009508,0.00003885745,0.0003042665],"category_scores_gemma":[0.0002717268,0.00008963742,0.00007152843,0.000231374,0.00009416359,0.0001021743,0.0001532467,0.0002870754,0.00001392896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004484639,"about_ca_system_score_gemma":0.00008772765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007988019,"about_ca_topic_score_gemma":0.00003254399,"domain_scores_codex":[0.9982554,0.00009458898,0.0003103183,0.0003796503,0.0006135126,0.0003465611],"domain_scores_gemma":[0.9992443,0.0001894553,0.00007178722,0.0002550157,0.00004851289,0.0001909152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009537991,0.003938034,0.9549847,0.00003859794,0.00008513916,0.0004432506,0.00003284237,0.000001079437,0.00001455893,8.740971e-7,0.0000440543,0.03087887],"study_design_scores_gemma":[0.0190058,0.002277263,0.975018,0.00006600631,0.00004246763,0.000009516044,0.00005101292,0.00001970873,0.0003567507,0.000005873183,0.003030496,0.0001170626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980305,0.0006267793,0.000001922459,0.0002064028,0.00007402791,0.0008678463,0.00004682937,0.000041857,0.0001038424],"genre_scores_gemma":[0.9952812,0.00003192462,0.00353238,0.0001587759,0.00003782987,0.0005198323,0.00009931247,0.00002173585,0.000316999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03076181,"threshold_uncertainty_score":0.3655308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956561247050373,"score_gpt":0.3547078857830079,"score_spread":0.3351422733125042,"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."}}