{"id":"W2970658501","doi":"10.1182/blood-2018-99-117819","title":"Monoclonal Gammopathy of Clinical Significance - a Single Center Experience","year":2018,"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":"Institute of Cancer Research; University of Calgary","funders":"","keywords":"Medicine; Multiple myeloma; Monoclonal gammopathy of undetermined significance; Hematology; Internal medicine; Retrospective cohort study; Nomogram; Pediatrics; Oncology; Monoclonal; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007524954,0.0005254638,0.0006098293,0.00132118,0.001275095,0.001242062,0.0006485256,0.0007521893,0.002335585],"category_scores_gemma":[0.002272913,0.0005565022,0.0004476865,0.001893579,0.0005865968,0.0008696417,0.001279179,0.0006503555,0.0007042479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067272,"about_ca_system_score_gemma":0.001187399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003101494,"about_ca_topic_score_gemma":0.005527036,"domain_scores_codex":[0.998888,0.000206752,0.0001868431,0.0002707028,0.0002309452,0.0002169385],"domain_scores_gemma":[0.9980177,0.0002508059,0.0004809462,0.000140912,0.0001878768,0.000921836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002078579,0.0009282358,0.9374315,0.0001329064,0.00006381062,0.03673834,0.002465158,0.0001450726,0.001203055,0.000153922,0.001239126,0.019291],"study_design_scores_gemma":[0.0001765739,0.003947487,0.7652375,0.0004174328,0.0001553234,0.2125096,0.008164956,0.0009286871,0.001434612,0.0003165639,0.006591432,0.0001198504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968394,0.0009885725,0.0003382429,0.0001835669,0.00003331969,0.00007367517,0.0001341883,0.00001799066,0.001391004],"genre_scores_gemma":[0.9982553,0.0006690616,0.0003600911,0.0002038521,0.00007656142,0.00002401451,0.0001418395,0.00001005031,0.0002592404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003101494,"threshold_uncertainty_score":0.007813275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009190964356573,"score_gpt":0.4012438631901661,"score_spread":0.3003247667545088,"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."}}