{"id":"W4220766957","doi":"10.1111/trf.16827","title":"Development and evaluation of checklists to support the recruitment of committed hematopoietic stem cell donors","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Canadian Blood Services; University of Waterloo; Stem Cell Network","funders":"Canadian Blood Services; Doctors of BC","keywords":"Checklist; Documentation; Standardization; Hematopoietic stem cell; Medicine; Health care; Protocol (science); Psychology; Family medicine; Stem cell; Haematopoiesis; Alternative medicine; Pathology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001509786,0.0001053855,0.0002410379,0.00009955398,0.0001059916,0.000002766358,0.00007900126,0.00003178815,0.0003510044],"category_scores_gemma":[0.000002872576,0.00008159073,0.0000446776,0.0002450286,0.00003058866,0.00001816733,0.00002452467,0.00009986478,0.000003898951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009901272,"about_ca_system_score_gemma":0.0002366323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000442665,"about_ca_topic_score_gemma":0.00002898326,"domain_scores_codex":[0.9981542,0.000162387,0.0004674128,0.0001835824,0.0009104612,0.0001219625],"domain_scores_gemma":[0.9994271,0.0000705975,0.0000928935,0.0002256036,0.0001142767,0.00006950762],"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":[0.001284888,0.001220073,0.01590522,0.002995606,0.000146277,0.00001775526,0.1870495,0.0005947297,0.6621087,0.0006159411,0.0002895476,0.1277718],"study_design_scores_gemma":[0.004359501,0.0008286722,0.04033871,0.0002118549,0.0005317862,0.00009682139,0.01003684,0.0004711318,0.9387439,0.00002937916,0.004183392,0.0001679289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945496,0.00009913157,0.00043332,0.0004253651,0.00008213443,0.002242158,0.00001153519,0.00001461498,0.002142142],"genre_scores_gemma":[0.9985756,0.00004518124,0.0008096704,0.00008515554,0.000005334435,0.0002850021,0.0000401895,0.00001415212,0.0001396696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2766353,"threshold_uncertainty_score":0.3843251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0830845210264185,"score_gpt":0.3187085416831736,"score_spread":0.2356240206567551,"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."}}