{"id":"W3175398433","doi":"10.1016/j.jtct.2021.06.013","title":"Recognition of Hematopoietic Stem Cell Transplantation and Cellular Therapy Expertise to Promote Care Accessibility: A Formally Credentialed Area of Focused Competence in Canada","year":2021,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; Juravinski Hospital; Centre Hospitalier Universitaire Sainte-Justine; Royal College of Physicians and Surgeons of Canada; University of Ottawa; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Competence (human resources); Economic shortage; Transplantation; Medicine; Hematopoietic stem cell transplantation; Stem cell; Psychology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002066337,0.0002822478,0.0005933398,0.0001787419,0.00006003491,0.00002235587,0.00008697936,0.0001234457,0.00009736147],"category_scores_gemma":[0.000002033861,0.0002716645,0.00008341269,0.0003494726,0.00005730681,0.0001614696,0.000004438561,0.0001369917,9.221611e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008136946,"about_ca_system_score_gemma":0.0005479011,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01356721,"about_ca_topic_score_gemma":0.03048832,"domain_scores_codex":[0.9977711,0.0001792406,0.0008341646,0.00046555,0.0004845994,0.0002653257],"domain_scores_gemma":[0.999034,0.00009816388,0.0001934227,0.0002463838,0.0002516509,0.0001763445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00249047,0.0002207977,0.01546964,0.004333426,0.00006130081,0.0003471425,0.04271563,0.00002295153,0.8901656,0.00001292423,0.000001005618,0.04415912],"study_design_scores_gemma":[0.008172154,0.0003512564,0.01625222,0.0009734944,0.0001247199,0.00009679286,0.004376255,0.0002110984,0.9691275,0.00003689332,0.0000155647,0.0002620393],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853756,0.003859414,0.008937687,0.00009573916,0.00007439803,0.001200525,0.0001457505,0.00002183689,0.000289052],"genre_scores_gemma":[0.9893532,0.008655488,0.001200428,0.0001382625,0.00001126914,0.0000642021,0.000522339,0.0000337428,0.00002100567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07896192,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633125994400911,"score_gpt":0.2403999029400283,"score_spread":0.2140686429960192,"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."}}