{"id":"W4200019298","doi":"10.1182/bloodadvances.2021005741","title":"A clinical laboratory–developed LSC17 stemness score assay for rapid risk assessment of patients with acute myeloid leukemia","year":2021,"lang":"en","type":"article","venue":"Blood Advances","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"Terry Fox Foundation; Ontario Genomics Institute; Ontario Institute for Cancer Research; Government of Canada; Canadian Institutes of Health Research; China Scholarship Council; Ontario Genomics; Genome Canada; Mayo Clinic","keywords":"Myeloid leukemia; Medicine; Oncology; Internal medicine; Cohort; Risk stratification","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007540629,0.00128888,0.0006703003,0.003856572,0.000704319,0.00181889,0.001117823,0.001228944,0.002713504],"category_scores_gemma":[0.01307993,0.0004785809,0.0007221565,0.001945105,0.001120568,0.0005345456,0.001319768,0.001557239,0.001855711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030166,"about_ca_system_score_gemma":0.002585832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112205,"about_ca_topic_score_gemma":0.002052287,"domain_scores_codex":[0.9872097,0.003967809,0.0008932484,0.001861964,0.005578016,0.0004892757],"domain_scores_gemma":[0.9932442,0.001514693,0.001551227,0.0009167517,0.002166644,0.0006064828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002774198,0.002046148,0.4766371,0.000688701,0.0006711101,0.0006963263,0.0007875134,0.007021338,0.3103989,0.004875703,0.02317667,0.1702263],"study_design_scores_gemma":[0.0007445997,0.006214168,0.2570107,0.0003704417,0.0005536642,0.006861734,0.0004128015,0.04872321,0.6048536,0.002899994,0.07102444,0.0003306014],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.685226,0.004850252,0.2616744,0.002296529,0.001066405,0.005951762,0.01360473,0.005526757,0.01980314],"genre_scores_gemma":[0.7831752,0.0007849229,0.1880764,0.00224095,0.0003820727,0.003480363,0.01620307,0.000423959,0.005232996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007540629,"threshold_uncertainty_score":0.03987914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359341625695257,"score_gpt":0.3544770853825217,"score_spread":0.3308836691255692,"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."}}