{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004719218,0.0003556491,0.0003517019,0.001597313,0.01311084,0.004678056,0.002450199,0.002135182,0.006808583],"category_scores_gemma":[0.008284253,0.0005100034,0.0007445209,0.001807385,0.003391883,0.001269851,0.005900501,0.003284288,0.0005377126],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1317106,"about_ca_system_score_gemma":0.5564432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9872372,"about_ca_topic_score_gemma":0.9952542,"domain_scores_codex":[0.9928069,0.0006490344,0.0002417646,0.0004612232,0.002671428,0.003169534],"domain_scores_gemma":[0.9715594,0.0008263823,0.0007294975,0.0002521812,0.008279138,0.01835342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003707475,0.0009059511,0.1921722,0.001938899,0.00009224808,0.004086638,0.0261743,0.001879412,0.009615521,0.06660037,0.2241772,0.4719865],"study_design_scores_gemma":[0.0001170645,0.0003613327,0.3443711,0.001386103,0.00004785042,0.001126479,0.02920507,0.002418285,0.001702868,0.002937542,0.6161091,0.0002172678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.490295,0.014649,0.01013704,0.2958034,0.004809879,0.002547501,0.002073497,0.0003653838,0.1793192],"genre_scores_gemma":[0.8844511,0.007579152,0.01505288,0.02799454,0.0002593724,0.0003780168,0.000881872,0.00008482723,0.06331819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8682894,"threshold_uncertainty_score":0.9556319,"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."}}