{"id":"W2015577159","doi":"10.1038/bcj.2012.47","title":"Multiple myeloma is affected by multiple and heterogeneous somatic mutations in adhesion- and receptor tyrosine kinase signaling molecules","year":2013,"lang":"en","type":"article","venue":"Blood Cancer Journal","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"Deutsche Forschungsgemeinschaft","keywords":"Biology; Receptor tyrosine kinase; Cancer research; KRAS; Somatic cell; Signal transduction; ERBB3; Germline mutation; Mutation; Multiple myeloma; Genetics; Gene; Cell biology; Immunology","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":[0.0001672099,0.0004164691,0.0004166339,0.0006152432,0.0003605993,0.0003275628,0.0001463481,0.0002593048,0.001245211],"category_scores_gemma":[0.0003419431,0.0001680408,0.0002518016,0.001042916,0.0002280648,0.0001230785,0.0003476307,0.0002033153,0.0002531518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002556859,"about_ca_system_score_gemma":0.0001704437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040671,"about_ca_topic_score_gemma":0.001353905,"domain_scores_codex":[0.9997658,0.00002488307,0.00002092579,0.00009548067,0.00005781357,0.00003502737],"domain_scores_gemma":[0.9998776,0.00002640855,0.00005307787,0.00001370477,0.00001055943,0.00001863301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008816089,0.0001002875,0.5026211,0.0002199316,0.000383253,0.02249181,0.0002903212,0.001062051,0.4231491,0.0005979558,0.0007772621,0.04742523],"study_design_scores_gemma":[0.00003751555,0.0002749875,0.8798373,0.00002541586,0.0003112613,0.05912487,0.0002156974,0.002066982,0.05218664,0.0009726309,0.004930102,0.00001657364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971724,0.0004608244,0.00120722,0.00003598142,0.000003891686,0.00001091004,0.0003477875,0.00004468067,0.0007163438],"genre_scores_gemma":[0.9988855,0.000162718,0.0005797808,0.00002261777,0.000004440728,0.000002311282,0.0001763992,0.000005065544,0.000161321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001245211,"threshold_uncertainty_score":0.00416559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489273245127348,"score_gpt":0.275135734178183,"score_spread":0.2602430017269096,"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."}}