{"id":"W4405826786","doi":"10.3390/curroncol32010010","title":"Matched Unrelated Donor Hematopoietic Cell Transplantation: Increased Usage and Improvements in Clinical Outcomes in Canada","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Princess Margaret Cancer Centre; University Health Network; University of Calgary; CancerCare Manitoba; Canadian Blood Services","funders":"","keywords":"Medicine; Hematopoietic cell; Transplantation; Hematopoietic stem cell transplantation; Bioinformatics; Haematopoiesis; Intensive care medicine; Immunology; Oncology; Internal medicine; Stem cell; Genetics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0005993522,0.0002235941,0.0003171748,0.001245562,0.001655592,0.001569946,0.0007720388,0.000453689,0.00282496],"category_scores_gemma":[0.002657197,0.0001683632,0.0004307038,0.005219792,0.0006809086,0.0004800514,0.0009598626,0.0007815362,0.0001799911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04045575,"about_ca_system_score_gemma":0.05852801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927807,"about_ca_topic_score_gemma":0.9957733,"domain_scores_codex":[0.9990532,0.0000484784,0.00006752637,0.0001367501,0.000355835,0.000338189],"domain_scores_gemma":[0.9970047,0.0001090019,0.0007578629,0.00005872523,0.001191266,0.0008783967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003115594,0.00005366591,0.9664483,0.0001760725,0.00008066832,0.0002941591,0.0006083041,0.0003617532,0.000387316,0.000636834,0.004355963,0.02628546],"study_design_scores_gemma":[0.00002678566,0.00004342661,0.9938491,0.0001343757,0.00005509448,0.000204146,0.0009066944,0.0004610163,0.0001532852,0.0001106143,0.004033515,0.00002195544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698244,0.008364176,0.0003256008,0.004234782,0.00008365064,0.00006110215,0.009697165,0.00003393674,0.007375125],"genre_scores_gemma":[0.992286,0.003386727,0.0002740536,0.000664635,0.00002295754,0.00001209501,0.002302288,0.00001279504,0.001038415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04045575,"threshold_uncertainty_score":0.2935283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05191630053548546,"score_gpt":0.3722260831208214,"score_spread":0.320309782585336,"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."}}