{"id":"W2552262126","doi":"10.1182/blood.v118.21.4121.4121","title":"Absolute Lymphocyte Count As Predictor of Overall Survival for Patients with Multiple Myeloma Treated with Single Autologous Stem Cell Transplant: Experience of a Single Centre,","year":2011,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Multiple myeloma; Stem cell; Medicine; Oncology; Internal medicine; Cancer research; Biology","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":[0.000697534,0.0002132953,0.0004731947,0.0002287425,0.0002986501,0.0005630573,0.0001769692,0.0002268847,0.000867099],"category_scores_gemma":[0.001769303,0.0001200196,0.0003422365,0.0003309008,0.0002002371,0.0002594836,0.0003059921,0.0005566446,0.0002258994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003796096,"about_ca_system_score_gemma":0.0003454713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001596848,"about_ca_topic_score_gemma":0.001633541,"domain_scores_codex":[0.999796,0.00006669228,0.00001899581,0.00004437468,0.00003827245,0.00003582297],"domain_scores_gemma":[0.9990696,0.0003572803,0.0001685569,0.00004266287,0.0001059865,0.0002559731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002156215,0.0003560705,0.9684002,0.00002808369,0.0001001797,0.000484503,0.0004430176,0.0003277281,0.001174421,0.00001674055,0.0005456185,0.02596723],"study_design_scores_gemma":[0.0001418457,0.004107806,0.9908277,0.0000186841,0.0002213399,0.001656036,0.0004113747,0.001088365,0.0006887644,0.00004171617,0.0007761606,0.00002017678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989378,0.0004942269,0.0001033606,0.00006729954,0.000008318388,0.000006995146,0.000088592,0.000004680647,0.000288762],"genre_scores_gemma":[0.9995446,0.0001235113,0.00005696205,0.00002174846,0.00001071209,0.000003647339,0.0001184975,0.000001909348,0.0001183668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001596848,"threshold_uncertainty_score":0.003688991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228822897816177,"score_gpt":0.2250548619356589,"score_spread":0.2021725721540412,"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."}}