{"id":"W4390950881","doi":"10.1111/vox.13593","title":"Development, implementation and impact of an immunoglobulin stewardship programme in Saskatchewan, Canada","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Psychological intervention; Stewardship (theology); Medicine; Intervention (counseling); Stakeholder; Business; Multidisciplinary approach; Operations management; Nursing; Medical emergency; Public relations; Engineering; Political science","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":[0.002831311,0.0004874678,0.0003032884,0.0009647801,0.005063303,0.002516716,0.002309846,0.0008063529,0.004104172],"category_scores_gemma":[0.004259879,0.0005361036,0.000449315,0.001315725,0.001227588,0.0005170669,0.002278191,0.001235646,0.0003312922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09886975,"about_ca_system_score_gemma":0.4125105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9907784,"about_ca_topic_score_gemma":0.9962789,"domain_scores_codex":[0.9958165,0.001131949,0.0001546796,0.000277447,0.001152384,0.001467012],"domain_scores_gemma":[0.989814,0.0008001394,0.0003659419,0.000175512,0.003993818,0.004850659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002213605,0.007000258,0.5366908,0.001610187,0.0004517241,0.002836035,0.008894296,0.00759485,0.01321281,0.004661734,0.03453749,0.3802962],"study_design_scores_gemma":[0.0009464178,0.00268835,0.9108759,0.0009875146,0.000209717,0.0002991167,0.01995825,0.006748521,0.003428127,0.0005805928,0.0531164,0.0001611946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95343,0.001534454,0.001936041,0.01020171,0.0001913666,0.003264009,0.001492415,0.0002738828,0.02767615],"genre_scores_gemma":[0.9698763,0.001798155,0.01024521,0.002946628,0.00002706024,0.001161579,0.0009950493,0.00004138592,0.01290859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09886975,"threshold_uncertainty_score":0.7173536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180785067781756,"score_gpt":0.3233778745209002,"score_spread":0.3052993677427246,"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."}}