{"id":"W7125509104","doi":"10.1109/icces67310.2025.11337031","title":"A Comprehensive Analysis: Smart Food Waste Management System","year":2025,"lang":"","type":"article","venue":"","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Management system; Food waste; Food processing; Key (lock); Sustainability","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":[],"consensus_categories":[],"category_scores_codex":[0.0002997786,0.0003741784,0.0006912422,0.0001872498,0.000589039,0.000263165,0.0004713978,0.0001970764,0.0003904514],"category_scores_gemma":[0.0000100046,0.0001586166,0.0007953497,0.005303268,0.0002037223,0.0001184252,0.000405774,0.00018661,0.0000323471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977664,"about_ca_system_score_gemma":0.00002614522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000400665,"about_ca_topic_score_gemma":0.0003530341,"domain_scores_codex":[0.9969693,0.0003805712,0.0007270578,0.0009427113,0.0003668633,0.0006134261],"domain_scores_gemma":[0.9988762,0.0001073512,0.0001383031,0.0002909835,0.0003877786,0.0001994444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004642312,0.001500094,0.01303241,0.003978027,0.0206199,0.00004907,0.0003531184,0.001654415,0.0007251212,0.2996771,0.007965717,0.6499808],"study_design_scores_gemma":[0.0005901312,0.0007857023,0.07317728,0.0001613438,0.003085885,0.000004336789,0.8452203,0.005171937,0.0003312928,0.0005334829,0.07032695,0.0006114097],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8992679,0.001716618,0.000414066,0.004914236,0.001164381,0.001187287,0.00003437907,0.0002054692,0.09109566],"genre_scores_gemma":[0.9713379,0.000124183,0.00009931241,0.0003653367,0.0001030522,0.00004995182,0.00002285607,9.575775e-7,0.02789643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8448671,"threshold_uncertainty_score":0.6468195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478152646055776,"score_gpt":0.2322074043593428,"score_spread":0.2174258778987851,"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."}}