{"id":"W2473454213","doi":"10.1182/blood.v122.21.1854.1854","title":"High Risk Multiple Myeloma Cases Are Identified In An MMRC Led Study By The SKY92 Gene Signature (MMprofiler)","year":2013,"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":"University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Hazard ratio; Medicine; Multiple myeloma; Internal medicine; Cohort; Oncology; Gene signature; Gastroenterology; Confidence interval; Gene expression; Gene; Biology; Genetics","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":[0.0003917201,0.0001611043,0.0003483805,0.00072544,0.0003557351,0.0006041258,0.0002431012,0.0002999321,0.00255083],"category_scores_gemma":[0.001184526,0.0001578684,0.0002790922,0.001069381,0.0001872237,0.0002051375,0.000741414,0.0002401327,0.0005777687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117597,"about_ca_system_score_gemma":0.0001841591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453753,"about_ca_topic_score_gemma":0.002368483,"domain_scores_codex":[0.9995759,0.00008017368,0.00003611323,0.0001473845,0.0000945194,0.00006598782],"domain_scores_gemma":[0.9993786,0.00008972306,0.0002626646,0.0001020877,0.00006645066,0.0001004615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003789028,0.00001439995,0.9912332,0.00001296155,0.00004297165,0.0003946915,0.000072869,0.0001110677,0.004268197,0.00004176725,0.0006644465,0.002764609],"study_design_scores_gemma":[0.000008876191,0.00004218644,0.9972081,0.000003026041,0.0000276187,0.001156025,0.0001086161,0.0002073139,0.0006098243,0.00004472154,0.0005800921,0.000003522435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972569,0.00006751342,0.0001563027,0.00004496073,0.000002251424,0.000008918722,0.00192661,0.00001747911,0.0005190379],"genre_scores_gemma":[0.9975262,0.00002806394,0.0002513268,0.00002056957,0.000005142957,0.000006044692,0.001967513,0.000007301046,0.0001878588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00255083,"threshold_uncertainty_score":0.008533418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098759867755165,"score_gpt":0.2844865496153304,"score_spread":0.2634989509377787,"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."}}