{"id":"W4416964295","doi":"10.1109/hnicem64917.2024.11258681","title":"Design and Development of Hunger Heroes: A Web-Based Platform for Donation-Driven Inventory Management","year":2024,"lang":"","type":"article","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Donation; Inventory management; Tracking (education); Track (disk drive); Quarter (Canadian coin); Food supply; Food processing; Food insecurity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00128916,0.0003442553,0.0003151889,0.0006832793,0.0003652911,0.0004850973,0.001053851,0.0001168513,0.00007853404],"category_scores_gemma":[0.00001851055,0.0003347519,0.00007715077,0.000497101,0.0001852396,0.0005793054,0.0007427571,0.0001632922,0.00002882122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130795,"about_ca_system_score_gemma":0.001330224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005969603,"about_ca_topic_score_gemma":0.0000181564,"domain_scores_codex":[0.997642,0.00009573482,0.0007960291,0.0004778252,0.0005368083,0.0004516084],"domain_scores_gemma":[0.9982845,0.0006744611,0.0001311097,0.0005812605,0.0002305666,0.0000981143],"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":[0.0001350875,0.0004345828,0.0001477684,0.01179543,0.001535536,0.00003811702,0.07407051,0.005134845,0.0002993184,0.2747686,0.01262849,0.6190117],"study_design_scores_gemma":[0.001013461,0.0001807116,0.0002008368,0.001651564,0.00004967826,0.000004044509,0.001039981,0.932577,0.006215045,0.003250753,0.05328568,0.0005312178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004436301,0.001234654,0.9888151,0.0008330765,0.001071118,0.001421312,0.000002901649,0.0002092563,0.001976226],"genre_scores_gemma":[0.214363,0.0001172321,0.7829967,0.0002810797,0.00002620173,0.0002937477,0.000008700317,0.0000313551,0.001882021],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9274422,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0725332754123416,"score_gpt":0.2769598709810092,"score_spread":0.2044265955686675,"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."}}