{"id":"W7133015732","doi":"","title":"Application of explainable AI for nonlinear variable interactions in allogeneic hematopoietic cell transplantation survival prediction","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hematopoietic cell; Pipeline (software); Transplantation; Identification (biology); Hematopoietic stem cell transplantation; Haematopoiesis; Focus (optics)","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":[0.001362084,0.0005701795,0.0004511068,0.0007903079,0.0003905426,0.0007422175,0.0006367735,0.0003675941,0.002814467],"category_scores_gemma":[0.005111044,0.0002783248,0.00104814,0.0005388141,0.0004545977,0.0005566197,0.001129641,0.001275962,0.0002896512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007053629,"about_ca_system_score_gemma":0.001288539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006365254,"about_ca_topic_score_gemma":0.005449399,"domain_scores_codex":[0.9996415,0.0001762555,0.00001650158,0.00006579333,0.00007060539,0.00002938256],"domain_scores_gemma":[0.9974017,0.002203287,0.0001426015,0.00009390761,0.0001128392,0.00004576102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003922073,0.0000447778,0.004831599,0.00005488406,0.0001291943,0.00008470553,0.0000901365,0.9077142,0.001083719,0.03008252,0.001146277,0.05469881],"study_design_scores_gemma":[0.000002011714,0.00000607795,0.0003483724,0.000002383708,0.000005966152,0.000005670234,0.000003961762,0.9894326,0.0001364202,0.0096787,0.0003744343,0.000003342253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03185445,0.0001417368,0.9639828,0.000432584,0.00002363641,0.00003812812,0.0003046632,0.0007469016,0.002475208],"genre_scores_gemma":[0.6506623,0.0003048643,0.3440987,0.0002230311,0.00008807742,0.0001906288,0.0008890292,0.0002582305,0.003285077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006365254,"threshold_uncertainty_score":0.01265639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805554259481049,"score_gpt":0.3332074024195683,"score_spread":0.3151518598247577,"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."}}