{"id":"W4415412231","doi":"10.1007/978-3-032-03527-1_23","title":"An AI Powered Autonomous Dustbin for Smart Hygiene Management with Waste Segregation and Mosquito Prevention","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Internet of Things and AI","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Hygiene; Sustainability; Control (management); Automation; Management system; Internet of Things; Bluetooth","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":[0.0001290442,0.0004123056,0.0006328226,0.0003320391,0.000759444,0.0005960757,0.0014391,0.0006490409,0.009421761],"category_scores_gemma":[0.0001433215,0.0002362031,0.0003087761,0.0003147568,0.0002380037,0.0005543958,0.0006620766,0.0004285874,0.002359132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004016544,"about_ca_system_score_gemma":0.0005512076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390571,"about_ca_topic_score_gemma":0.002800356,"domain_scores_codex":[0.9998604,0.00001097793,0.000005256393,0.00003241795,0.00007294192,0.0000180263],"domain_scores_gemma":[0.9999144,0.00001320382,0.00000713241,0.000014435,0.00003304727,0.00001774692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001370583,0.0008807479,0.004168369,0.0008269581,0.0001045005,0.0008255059,0.0003495167,0.0168283,0.5622284,0.006230895,0.02336551,0.3828208],"study_design_scores_gemma":[0.000378472,0.003125211,0.0126107,0.0001452331,0.0002391253,0.00170303,0.0004203378,0.3134421,0.4135306,0.005176586,0.2490825,0.0001460749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.290898,0.002473768,0.5866195,0.001101162,0.001728948,0.0008131273,0.001162962,0.01674979,0.09845283],"genre_scores_gemma":[0.7619938,0.000540792,0.1172081,0.0006657017,0.00008178874,0.0002835592,0.0005282987,0.0002556165,0.1184424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009421761,"threshold_uncertainty_score":0.03151894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007658592060397419,"score_gpt":0.228594716740343,"score_spread":0.2209361246799456,"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."}}