{"id":"W4383223625","doi":"10.1016/j.vgie.2023.05.003","title":"Systemic multiple myeloma and colonic abnormalities","year":2023,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Multiple myeloma; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001526858,0.00008584536,0.0001556556,0.0001070899,0.00006551376,0.00002021529,0.00003734047,0.0000184369,0.000033305],"category_scores_gemma":[0.0003791103,0.00006537839,0.00003721146,0.0001722647,0.00006365771,0.00004021258,0.00006220647,0.0000850809,0.0004556659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000578758,"about_ca_system_score_gemma":0.00007549149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042153,"about_ca_topic_score_gemma":0.00002056836,"domain_scores_codex":[0.9992093,0.00002511156,0.0001158996,0.0001544667,0.0001835425,0.0003116117],"domain_scores_gemma":[0.9994049,0.0002037153,0.00001927122,0.0001556454,0.00004698656,0.0001694631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003589167,0.00008622847,0.9693142,0.000684589,0.0001067594,0.004222061,0.000290839,0.000007100623,0.01068492,0.0005311379,0.007037702,0.006675533],"study_design_scores_gemma":[0.002907173,0.001642267,0.9811183,0.0005994926,0.0000592081,0.003613179,0.001291336,0.001124653,0.004482973,0.0002980907,0.002724312,0.0001390823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965369,0.0006096919,0.000008747716,0.001157218,0.00004058807,0.0003047073,0.00001207675,0.0002199382,0.001110111],"genre_scores_gemma":[0.996373,0.000147631,0.0002186182,0.00005705002,0.00005329857,0.0000587538,0.00002217471,0.00001282847,0.003056666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01180403,"threshold_uncertainty_score":0.5856815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04617018075003106,"score_gpt":0.3119079261703529,"score_spread":0.2657377454203219,"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."}}