{"id":"W4296817073","doi":"10.18280/isi.270406","title":"Designing, Developing, and Efficiency Evaluation of a Smartphone Application for Blood Donation","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Unavailability; Blood donor; Schedule; Computer science; Donation; Smart phone; Medicine; Engineering; Reliability engineering; Telecommunications; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002386359,0.0001054094,0.0001241613,0.000443169,0.0005783247,0.0001479733,0.00009861575,0.00003869786,0.00008750594],"category_scores_gemma":[0.0003901469,0.0001137439,0.00003631645,0.0005899552,0.00004541432,0.003389307,0.00006486216,0.00006713771,0.000008234869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007717378,"about_ca_system_score_gemma":0.00009614861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368488,"about_ca_topic_score_gemma":0.00002005659,"domain_scores_codex":[0.9986793,0.00003564348,0.0004731008,0.0001272377,0.0005561813,0.0001285535],"domain_scores_gemma":[0.998306,0.00007672266,0.0006594547,0.0001073897,0.0008423658,0.000008053777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003024129,0.0003564523,0.0102466,0.001960357,0.0001522331,3.207627e-7,0.005360241,0.007392823,0.006103454,0.2293274,0.0006440958,0.7381537],"study_design_scores_gemma":[0.01556121,0.0002844495,0.08829368,0.0002022254,0.001775728,0.00007114997,0.0126949,0.5933056,0.01402984,0.1211269,0.1511765,0.001477716],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7631928,0.0001764322,0.2262836,0.0003841169,0.0003072003,0.001833729,0.00001660445,0.0001343488,0.007671156],"genre_scores_gemma":[0.9959647,0.000008717412,0.002570428,0.0003776411,0.00006088139,0.000729755,0.0002683293,0.000009301838,0.0000102254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.736676,"threshold_uncertainty_score":0.4638343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516970357795868,"score_gpt":0.2525194225849219,"score_spread":0.2273497190069633,"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."}}