{"id":"W4393320736","doi":"10.1016/j.tmrv.2024.150827","title":"Process Mining Uncovers Actionable Patterns of Red Blood Cell Unit Wastage in a Health Care Network","year":2024,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atlantic School of Theology; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Process (computing); Process mining; Unit (ring theory); Health care; Business; Process management; Medicine; Data mining; Computer science; Work in process; Psychology; Political science; Business process; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003885796,0.0003502681,0.0003366107,0.004154657,0.0007625831,0.002389519,0.0007256455,0.0004870301,0.0004534914],"category_scores_gemma":[0.0151607,0.000204144,0.0005731873,0.005147598,0.0005628093,0.001058905,0.000853366,0.0005483982,0.0001674185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002242697,"about_ca_system_score_gemma":0.003934637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0573044,"about_ca_topic_score_gemma":0.08845597,"domain_scores_codex":[0.99717,0.0008283271,0.0002844516,0.0005583601,0.000877079,0.0002817862],"domain_scores_gemma":[0.9855834,0.007470336,0.00319086,0.0008756847,0.002570383,0.0003093588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002176883,0.0001686727,0.7866395,0.0006896724,0.0002517519,0.001319559,0.00382164,0.01651465,0.003523059,0.004498756,0.004084469,0.1782708],"study_design_scores_gemma":[0.00002113886,0.0002965799,0.8171327,0.0007907275,0.000318458,0.000976115,0.008112929,0.1280582,0.007512193,0.009527735,0.02714515,0.0001079506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665571,0.002964317,0.01933485,0.002272791,0.00004616009,0.000196749,0.003128641,0.0002253497,0.005274112],"genre_scores_gemma":[0.9779642,0.001584332,0.01717902,0.0001334015,0.00002022038,0.00005206653,0.002201777,0.0000191763,0.000845934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0573044,"threshold_uncertainty_score":0.1139417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321958674848439,"score_gpt":0.3051594247108813,"score_spread":0.2729635572260374,"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."}}