{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006716023,0.0002336118,0.000459934,0.0006195454,0.000476346,0.000695834,0.0002989082,0.0005191269,0.0007202296],"category_scores_gemma":[0.002431574,0.0001377719,0.0005478771,0.0009434075,0.0002805146,0.0005391473,0.0005756661,0.000833903,0.0001586092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004046581,"about_ca_system_score_gemma":0.0003990164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469856,"about_ca_topic_score_gemma":0.002328623,"domain_scores_codex":[0.9995809,0.0001265746,0.00004694216,0.00006593468,0.00008792712,0.00009172476],"domain_scores_gemma":[0.9985305,0.0001780253,0.0008022212,0.0000454598,0.0001084077,0.0003353273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002295445,0.00001959194,0.9969147,0.00001689324,0.00005186495,0.0002317361,0.00004882606,0.00008060496,0.00006429839,0.00001593481,0.0001304737,0.002195393],"study_design_scores_gemma":[0.00001470771,0.0001888728,0.998256,0.00001337302,0.00004609762,0.0009419797,0.00009489663,0.0001546624,0.00003055937,0.00005971372,0.000192634,0.000006508365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972836,0.001633527,0.0000510444,0.0001414908,0.00001109633,0.000006906666,0.0002732675,0.000005866789,0.0005932582],"genre_scores_gemma":[0.9991462,0.0002966318,0.00002523747,0.00004715916,0.00002405488,0.000005347265,0.0003909172,0.000001417187,0.00006304961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002469856,"threshold_uncertainty_score":0.004910946,"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."}}