{"id":"W3096318977","doi":"10.1182/blood-2020-138943","title":"Inferior Outcomes with a High LSC17 Score Can be Improved with Flag-IDA","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre; Ottawa Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Flag (linear algebra); Medicine; Internal medicine; Mathematics","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":[0.002220827,0.0003874863,0.0005828603,0.0004944177,0.0002523532,0.0006940954,0.0003530882,0.0002903814,0.003451371],"category_scores_gemma":[0.003004297,0.00009479866,0.0005872314,0.0004656121,0.0003211204,0.0003651315,0.0006571524,0.0004334153,0.0009030625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005519915,"about_ca_system_score_gemma":0.0006371326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004420592,"about_ca_topic_score_gemma":0.0006325946,"domain_scores_codex":[0.9995266,0.0001557371,0.00004455356,0.00008152545,0.00009130209,0.0001002495],"domain_scores_gemma":[0.9984987,0.0003710376,0.0005702437,0.0001348982,0.000139879,0.0002852158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0133413,0.0006966238,0.7070407,0.0002909454,0.0005584184,0.0002255068,0.00008036613,0.001188252,0.01191669,0.0004885044,0.007155796,0.257017],"study_design_scores_gemma":[0.0008265047,0.009243037,0.9543558,0.0002506013,0.001145749,0.001481959,0.0001433319,0.003672466,0.009809371,0.001447695,0.01757649,0.00004703108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823332,0.005238899,0.003312084,0.001532043,0.00025019,0.0001285676,0.001682221,0.0003005925,0.005222229],"genre_scores_gemma":[0.9950252,0.0007236831,0.001449942,0.0004812712,0.00007784476,0.00007368212,0.001518488,0.00002724713,0.0006227598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003451371,"threshold_uncertainty_score":0.01174498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171803868389241,"score_gpt":0.2592354481982457,"score_spread":0.2375174095143533,"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."}}