{"id":"W4405046465","doi":"10.1182/blood-2024-210593","title":"Assessing Risk of Infectious Episodes in Patients Post Hematopoietic Stem Cell Transplantation Using Pre-Transplant Baseline Colonization Screening","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Electricity Association; University of Ottawa; Ottawa Hospital","funders":"","keywords":"Hematopoietic stem cell transplantation; Transplantation; Stem cell; Medicine; Colonization; Internal medicine; Immunology; Haematopoiesis; Graft-versus-host disease; Oncology; Biology; Microbiology; 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":[0.0004692544,0.000325264,0.0003044971,0.0007539528,0.0003550708,0.0006307025,0.0002263551,0.0004092831,0.00143926],"category_scores_gemma":[0.001564337,0.0001710033,0.0003400172,0.0006275893,0.0001591861,0.0003299636,0.0003882554,0.000487613,0.0002546743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002429031,"about_ca_system_score_gemma":0.0002968187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001922903,"about_ca_topic_score_gemma":0.002378145,"domain_scores_codex":[0.9996037,0.00009866631,0.00005824461,0.00007926935,0.00008222561,0.00007786664],"domain_scores_gemma":[0.9988826,0.0001848847,0.000558273,0.00004365726,0.0001206545,0.0002099903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000619558,0.00002790669,0.9985293,0.000005284193,0.000008712428,0.00003488539,0.00001804183,0.00003024047,0.0001499024,0.000003827158,0.00003521796,0.001094577],"study_design_scores_gemma":[0.000003758776,0.0003959757,0.9984561,0.00000829677,0.00001754354,0.0003786265,0.00009770658,0.0002733204,0.0002354801,0.00001352626,0.0001164428,0.000003266896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988897,0.0002417867,0.0001468883,0.00003429932,0.000005054434,0.00001646524,0.0002667183,0.000007136777,0.0003919707],"genre_scores_gemma":[0.9992937,0.0001042073,0.000221093,0.00001944463,0.000007777159,0.00001370358,0.0002373332,9.638077e-7,0.0001018639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001922903,"threshold_uncertainty_score":0.004814863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01406856196548344,"score_gpt":0.2810584713053224,"score_spread":0.2669899093398389,"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."}}