{"id":"W4402571491","doi":"10.1109/snpd61259.2024.10673905","title":"Cloud-Enabled Blood Bank Management for an Efficient Healthcare System","year":2024,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University; Lakehead University","funders":"","keywords":"Cloud computing; Health care; Computer science; Blood bank; Business; Medical emergency; Medicine; Operating system; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001870571,0.0002800705,0.0003815516,0.000254066,0.00140617,0.00005387291,0.0003675429,0.0003201118,0.0003675868],"category_scores_gemma":[0.00005557131,0.0002313988,0.0001406028,0.0004872133,0.00004267649,0.0001083253,0.0001500513,0.0005948394,0.001574939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006156825,"about_ca_system_score_gemma":0.0003942728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002567893,"about_ca_topic_score_gemma":0.002591675,"domain_scores_codex":[0.9958303,0.0005575231,0.001160316,0.0008265723,0.0004088513,0.001216434],"domain_scores_gemma":[0.9975669,0.0007221753,0.0001160561,0.0007599407,0.0003860922,0.0004488296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001470436,0.0001251052,0.001107572,0.02369729,0.0001032652,0.0000656139,0.005768706,0.0003734769,0.00003881421,0.9455072,0.0141404,0.008925493],"study_design_scores_gemma":[0.001013674,0.002221587,0.0003598,0.009661797,0.000471111,0.00002886344,0.2378024,0.4877092,0.001253035,0.007698355,0.2503753,0.001404852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6749747,0.00736617,0.06486697,0.03069869,0.04877761,0.03730235,0.0006455235,0.01092159,0.1244464],"genre_scores_gemma":[0.9833755,0.00004958388,0.002318329,0.001388307,0.001666239,0.002245547,0.0000495894,0.0001032983,0.008803533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9378089,"threshold_uncertainty_score":0.9998938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1522039313385522,"score_gpt":0.4790289096462576,"score_spread":0.3268249783077053,"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."}}