{"id":"W4413824428","doi":"10.3390/curroncol32090483","title":"Real-World Selection of Patients for Allogeneic HCT at a Single Centre: Lack of a Suitable Donor and Other Reasons for Not Proceeding","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Faculty of Medicine, University of Ottawa; Cancer Care Ontario","keywords":"Medicine; Selection (genetic algorithm); Transplantation; Immunology; Computational biology; Internal medicine; Artificial intelligence; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004005319,0.0001748974,0.0003412137,0.0008576926,0.00101911,0.001291595,0.0006701512,0.0006044893,0.002188213],"category_scores_gemma":[0.01652801,0.0002287231,0.0002680557,0.001207384,0.001007397,0.0006997322,0.0008725438,0.000802896,0.0003346482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009510783,"about_ca_system_score_gemma":0.001068922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002533338,"about_ca_topic_score_gemma":0.005443737,"domain_scores_codex":[0.9943653,0.002494898,0.0009447842,0.0005045605,0.001021412,0.0006690342],"domain_scores_gemma":[0.9771544,0.008689485,0.01007702,0.0007051978,0.0008580579,0.002515763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157381,0.00003370855,0.9846421,0.00006637054,0.0000197551,0.005442194,0.001342822,0.0001089446,0.0002664678,0.0001594888,0.00100961,0.006792954],"study_design_scores_gemma":[0.00002104139,0.0001815034,0.9392331,0.0004353248,0.00005247693,0.03740565,0.01511943,0.0009280426,0.000678609,0.0007126348,0.005170614,0.00006160662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963145,0.001156789,0.0002882931,0.000940475,0.00003464144,0.00002180716,0.00008933305,0.000007866336,0.001146312],"genre_scores_gemma":[0.998798,0.0004034315,0.0002484449,0.0003032589,0.00004332872,0.00001209443,0.0001098951,0.000009557532,0.00007192143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004005319,"threshold_uncertainty_score":0.02118236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0843477262188045,"score_gpt":0.3624646464023829,"score_spread":0.2781169201835784,"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."}}