{"id":"W4388273635","doi":"10.20944/preprints202310.1611.v1","title":"Hematopoietic Cell Transplantation Trends and Outcomes in Canada: A Registry-based Cohort Study","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Terry Fox Research Institute; University of Ottawa; Princess Margaret Cancer Centre; University Health Network; University of Toronto; CancerCare Manitoba; Canadian Blood Services; University of British Columbia","funders":"Gilead Sciences; Sanofi; Bristol-Myers Squibb","keywords":"Medicine; Hematopoietic cell; Cohort; Transplantation; Hematopoietic stem cell transplantation; Retrospective cohort study; Cohort study; Young adult; Pediatrics; Internal medicine; Stem cell; Haematopoiesis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0009823214,0.0003228644,0.0004772091,0.002176382,0.002094699,0.00151007,0.001059155,0.0003736212,0.002330005],"category_scores_gemma":[0.002603534,0.0003338687,0.000571105,0.009570227,0.0005321568,0.000503031,0.001357655,0.0008757434,0.0003138186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02416744,"about_ca_system_score_gemma":0.04683972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9827492,"about_ca_topic_score_gemma":0.9885768,"domain_scores_codex":[0.9984169,0.00007365487,0.0001247013,0.0002829728,0.0006177845,0.0004838803],"domain_scores_gemma":[0.9956374,0.0001639219,0.00126948,0.0002257409,0.001845513,0.0008579799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004214296,0.00002005783,0.9954984,0.00002976503,0.00005258705,0.00006363227,0.000198908,0.00006992338,0.00007064702,0.00009187119,0.001917426,0.001944624],"study_design_scores_gemma":[0.00001527344,0.00002592418,0.996408,0.00006309878,0.00005686166,0.0001571292,0.0008052505,0.0003246779,0.00005389682,0.00003374604,0.002045065,0.00001109277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961641,0.001285205,0.0002567508,0.0007844175,0.00002187142,0.0001316467,0.03276718,0.0000371003,0.003074819],"genre_scores_gemma":[0.9860913,0.001259791,0.0003746239,0.000276058,0.00001453901,0.00006628705,0.01131041,0.00001644303,0.0005904256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02416744,"threshold_uncertainty_score":0.1753478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133258437036007,"score_gpt":0.3287401361185218,"score_spread":0.2574075517481617,"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."}}