{"id":"W4388833789","doi":"10.1097/01.cot.0000996488.11406.21","title":"Immunoglobulin May Prevent Infections in Patients With Multiple Myeloma","year":2023,"lang":"en","type":"article","venue":"Oncology Times","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Antibody; Immunology; Medicine; Immunoglobulin G","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001402873,0.0001297661,0.0002721914,0.0002762504,0.00008102022,0.000007406751,0.00006242746,0.0001095795,0.0004855848],"category_scores_gemma":[0.0001845061,0.00009516386,0.00004987421,0.0004966743,0.0000878146,0.00005997959,0.0000681044,0.0001983256,0.001223148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002863169,"about_ca_system_score_gemma":0.0002250378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001756812,"about_ca_topic_score_gemma":0.0002618934,"domain_scores_codex":[0.9988779,0.00009260148,0.0001863595,0.0002412828,0.0002114865,0.0003903547],"domain_scores_gemma":[0.9993023,0.0002074544,0.0000452951,0.0002336089,0.00007672026,0.000134658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000728616,0.001685592,0.9668125,0.0000188729,0.0001501715,0.0001535701,0.0001113192,0.00001994807,0.00005508152,0.00001829203,0.00402366,0.02622239],"study_design_scores_gemma":[0.009131751,0.002413122,0.970717,0.00004828602,0.00003012454,0.00001071138,0.00004500907,0.0001692577,0.0002126206,0.00002544015,0.01711206,0.00008463772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857143,0.00003845819,0.000004579855,0.0009166688,0.00007988533,0.0008198129,0.00002051595,0.0001229348,0.0122829],"genre_scores_gemma":[0.9881551,0.00003581725,0.0004555259,0.00006584498,0.00003312895,0.0002082628,0.0002701373,0.00002089394,0.01075531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02613775,"threshold_uncertainty_score":0.9995545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652046280345482,"score_gpt":0.3171043257003723,"score_spread":0.3005838628969175,"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."}}