{"id":"W4389691970","doi":"10.2139/ssrn.4660412","title":"Continuous and Differential Improvement in Worldwide Access to Hematopoietic Cell Transplantation: Notable Increase of HCT for Non-Malignant Indications and from Non-Identical Related Donors","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Institute of Infection and Immunity","funders":"","keywords":"Hematopoietic cell; Transplantation; Hematopoietic stem cell transplantation; Haematopoiesis; Differential (mechanical device); Medicine; Malignant cells; Oncology; Intensive care medicine; Biology; Internal medicine; Cancer; Genetics; Stem cell; Physics","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":[0.0007248081,0.0001916799,0.000248415,0.001276009,0.0001851941,0.001291291,0.0003227834,0.0006622848,0.01326753],"category_scores_gemma":[0.003478302,0.00006545615,0.0002827597,0.002979572,0.0003539833,0.0007450528,0.0009619586,0.0008501241,0.001405064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874116,"about_ca_system_score_gemma":0.001209661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911362,"about_ca_topic_score_gemma":0.001655609,"domain_scores_codex":[0.9992852,0.0001388,0.00006095727,0.000194278,0.0001649202,0.0001558839],"domain_scores_gemma":[0.9968226,0.0007470986,0.00104751,0.000238625,0.000522894,0.0006213494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008535964,0.0001626018,0.5449078,0.001188643,0.0002033111,0.001285324,0.001025254,0.0007639934,0.008382863,0.01573841,0.03182637,0.3936619],"study_design_scores_gemma":[0.00001544829,0.00009661603,0.9503174,0.0001727078,0.00004960667,0.001753572,0.0007001004,0.0002632138,0.0008571281,0.002095716,0.04366381,0.00001455062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8876761,0.03844585,0.00386306,0.02221189,0.0009761386,0.00004705499,0.01457683,0.0003658621,0.03183729],"genre_scores_gemma":[0.975099,0.01144431,0.0015737,0.00187242,0.0008790121,0.00002182756,0.004351079,0.00007013501,0.004688431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326753,"threshold_uncertainty_score":0.04438424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119382959593148,"score_gpt":0.27399544689732,"score_spread":0.2628016173013886,"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."}}