{"id":"W4323657868","doi":"10.18280/isi.280115","title":"Classification, Collection, and Notification of Medical Waste Using IoT Based Smart Dust Bins","year":2023,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internet of Things; Medical waste; Computer science; Environmental science; Business; Computer security; Waste management; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001375953,0.0003599246,0.0003941551,0.001000789,0.0001614705,0.0004497528,0.0003358436,0.0004556963,0.000898099],"category_scores_gemma":[0.0002600126,0.0001273715,0.000324907,0.0005896009,0.0001177814,0.0005379554,0.0003869829,0.0001177014,0.0003538914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620731,"about_ca_system_score_gemma":0.0001649792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115117,"about_ca_topic_score_gemma":0.001746849,"domain_scores_codex":[0.9998528,0.00001694207,0.00001777194,0.00003176796,0.00005291079,0.00002777875],"domain_scores_gemma":[0.9998958,0.00001901997,0.00002475456,0.00001465229,0.00002860359,0.00001714294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002052166,0.001092531,0.118435,0.0006057151,0.0001830696,0.002043979,0.0004730855,0.05922306,0.2720655,0.001480585,0.006438321,0.535907],"study_design_scores_gemma":[0.0000566705,0.0004919753,0.06823108,0.00006836015,0.0001082189,0.0008806548,0.0005549194,0.8609421,0.06327165,0.001631537,0.003707201,0.00005575191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7287695,0.000846049,0.2594195,0.0003603949,0.0002033804,0.0001878058,0.001235758,0.003154919,0.005822795],"genre_scores_gemma":[0.9636976,0.0003197705,0.03289892,0.00009468115,0.00003700522,0.00006117927,0.0006878236,0.00002268879,0.002180356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00115117,"threshold_uncertainty_score":0.003004432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890124577065398,"score_gpt":0.2934056549777165,"score_spread":0.2445044092070626,"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."}}