{"id":"W4311587513","doi":"10.1038/s41408-022-00757-8","title":"Second- and third-line treatment strategies in multiple myeloma: a referral-center experience","year":2022,"lang":"en","type":"article","venue":"Blood Cancer Journal","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Cancer Institute","keywords":"Multiple myeloma; Referral; Medicine; Center (category theory); Internal medicine; Oncology; Family medicine; Intensive care medicine","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":[0.00177888,0.0002500577,0.0003999755,0.0004871197,0.0007383642,0.001018351,0.0004918055,0.000561585,0.00150384],"category_scores_gemma":[0.003288216,0.0001545346,0.0004060148,0.001299988,0.0003828397,0.0005036528,0.00116703,0.0007924164,0.0002588059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005577,"about_ca_system_score_gemma":0.001570462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003829399,"about_ca_topic_score_gemma":0.009931734,"domain_scores_codex":[0.9985498,0.000615168,0.0001260329,0.0002272514,0.000277884,0.0002039543],"domain_scores_gemma":[0.9976319,0.0003956905,0.000654216,0.0001271332,0.0002627698,0.0009282174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001072414,0.001394402,0.8068817,0.0003522479,0.0001821658,0.004163766,0.005103113,0.0003726349,0.002377342,0.0005322814,0.003574625,0.1739932],"study_design_scores_gemma":[0.0002143378,0.004181707,0.9355559,0.0005709472,0.0002727926,0.02746585,0.008967231,0.0008605451,0.001425836,0.0004101061,0.02000257,0.00007215611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883759,0.008487652,0.00045181,0.0006945165,0.00004228648,0.00004349535,0.0001130359,0.00001684909,0.001774423],"genre_scores_gemma":[0.9926679,0.004647003,0.0009503281,0.0007870713,0.00009125916,0.00003644389,0.0002922179,0.00001600681,0.0005118651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003829399,"threshold_uncertainty_score":0.01455152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0614510644982715,"score_gpt":0.3488668860152637,"score_spread":0.2874158215169922,"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."}}