{"id":"W4408110727","doi":"10.1016/s2352-3026(25)00042-0","title":"Global paediatric haematopoietic stem-cell transplantation training and access: providing strategies to overcome challenges","year":2025,"lang":"en","type":"article","venue":"The Lancet Haematology","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Stem cell; Haematopoiesis; Transplantation; Intensive care medicine; Oncology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004409287,0.0001904157,0.0007959903,0.000153658,0.0001292892,0.00008395255,0.0003472755,0.0001443722,0.00001331822],"category_scores_gemma":[0.00005723811,0.0001317051,0.00004582947,0.0004474605,0.0001489306,0.0001518379,0.0001458774,0.000203923,0.0000194135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158049,"about_ca_system_score_gemma":0.0005675245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005511591,"about_ca_topic_score_gemma":0.0001000593,"domain_scores_codex":[0.9984187,0.0001731963,0.0002919162,0.0003615766,0.0002325802,0.0005220653],"domain_scores_gemma":[0.998885,0.0005252867,0.00006623028,0.0003514087,0.00006418859,0.0001078765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.006113499,0.0006154238,0.08594161,0.04181122,0.001045876,0.00656531,0.07145126,0.0007483775,0.002419277,0.6435356,0.02012606,0.1196265],"study_design_scores_gemma":[0.06829438,0.003920452,0.5495463,0.0060383,0.005351455,0.04686693,0.1117237,0.0123854,0.008957988,0.1634561,0.01994628,0.003512681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9356114,0.006014457,0.005818047,0.03264058,0.0002154253,0.000981672,0.00002033578,0.0001650398,0.01853302],"genre_scores_gemma":[0.9955621,0.00237792,0.0004365584,0.001238479,0.0001305453,0.0000958984,0.00000606264,0.00001399445,0.0001384635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4800795,"threshold_uncertainty_score":0.5370779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0614272692537836,"score_gpt":0.3513424632251694,"score_spread":0.2899151939713858,"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."}}