{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001079554,0.0001160029,0.0002058898,0.00009382516,0.0000208727,0.00001957265,0.00003113172,0.00003679232,0.000101434],"category_scores_gemma":[0.000007539088,0.00009101412,0.000032205,0.0002019444,0.00001709221,0.00006521439,0.00001482978,0.00006574675,0.000002002307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002500268,"about_ca_system_score_gemma":0.001576702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5228251,"about_ca_topic_score_gemma":0.8565092,"domain_scores_codex":[0.9992054,0.00001598362,0.0002335603,0.0001745333,0.0001504918,0.000220071],"domain_scores_gemma":[0.9997285,0.00001882891,0.00003168224,0.0001022343,0.00002410688,0.00009466759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001388697,0.0002197038,0.1784813,0.0001986612,0.0003746889,0.001081254,0.005508926,0.000001277444,0.001788495,0.00001511489,0.0006624343,0.8115293],"study_design_scores_gemma":[0.003192453,0.0007261486,0.9666175,0.0001960346,0.00009388922,0.0001738717,0.01770378,0.00008715109,0.005616592,0.00007946037,0.00529486,0.0002182704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979282,0.001293515,0.00000266413,0.00007780758,0.00004689928,0.0003151711,0.00004633972,0.00002357904,0.0002658365],"genre_scores_gemma":[0.9983357,0.00001458278,0.001241341,0.00003233593,0.00001363811,0.00002350422,0.0002208982,0.00001464076,0.0001033206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.811311,"threshold_uncertainty_score":0.4803525,"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."}}