{"id":"W4405044030","doi":"10.1182/blood-2024-206532","title":"Non-Invasive Characterization and Early Detection of Post-Transplant Lymphoproliferative Disorders","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Lymphoproliferative disorders; Medicine; Immunology; Lymphoma","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":[0.0006808297,0.0002707317,0.0001968491,0.000718332,0.0001382748,0.0005190498,0.0002155228,0.000273264,0.001051626],"category_scores_gemma":[0.00101303,0.00008085321,0.0001252916,0.0003599603,0.0002395112,0.0001962145,0.0002407898,0.0002705393,0.000231648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002431218,"about_ca_system_score_gemma":0.0001790046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006480715,"about_ca_topic_score_gemma":0.0009010989,"domain_scores_codex":[0.9995379,0.0001172126,0.00005130074,0.0001075739,0.0001142029,0.00007178161],"domain_scores_gemma":[0.9992548,0.0002458315,0.0002433139,0.00005308844,0.0001253614,0.00007762678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004201358,0.00006804837,0.9351614,0.00006593613,0.00002842067,0.0003247879,0.0001747374,0.0001667617,0.05033552,0.00005761438,0.0001415634,0.01305512],"study_design_scores_gemma":[0.00001500664,0.0005086794,0.9518431,0.00002796153,0.00005885817,0.002855247,0.0002755993,0.0008057424,0.0421829,0.00009171636,0.001326213,0.000008900113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970199,0.0005315438,0.001630398,0.00002663535,0.000003918502,0.00001985182,0.000179551,0.00001853998,0.0005696081],"genre_scores_gemma":[0.9980775,0.0001388844,0.001228271,0.00004690558,0.000008577889,0.00001591868,0.0002646121,0.0000041453,0.0002152234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001051626,"threshold_uncertainty_score":0.003600657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007068464503035894,"score_gpt":0.2482579813896567,"score_spread":0.2411895168866209,"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."}}