{"id":"W7125225606","doi":"10.1109/iccca66364.2025.11325515","title":"Smart Waste Classification : A TensorFlow and Keras Powered Framework Using Advanced Computer Vision","year":2025,"lang":"","type":"article","venue":"","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Machine vision; Deep learning; Key (lock); Automation","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":[0.0006976108,0.001142742,0.001136922,0.001399405,0.0006051389,0.002371199,0.001594474,0.0008567178,0.003058428],"category_scores_gemma":[0.001379991,0.0004431941,0.00134367,0.001296027,0.000395933,0.002064567,0.001479851,0.0012327,0.001212404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109168,"about_ca_system_score_gemma":0.001785256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0194396,"about_ca_topic_score_gemma":0.02385209,"domain_scores_codex":[0.9996523,0.0000447299,0.00002381103,0.0001023767,0.0001213536,0.0000555089],"domain_scores_gemma":[0.9996501,0.00005667776,0.0000357751,0.00007330802,0.0001346598,0.00004946304],"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":[0.0007119175,0.0006035055,0.006391077,0.0002745815,0.0003605652,0.0002652525,0.000186639,0.2949388,0.01928845,0.02152814,0.02674747,0.6287036],"study_design_scores_gemma":[0.000008316741,0.00001553794,0.0002729328,0.000007597826,0.00001195968,0.00002089784,0.00001579931,0.9894981,0.002204454,0.005999972,0.001933509,0.00001089313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0150253,0.0003566236,0.9641489,0.0003576509,0.0001497143,0.0001050902,0.001368967,0.01650985,0.001978016],"genre_scores_gemma":[0.3168006,0.0005719293,0.6726692,0.0002779388,0.0001420939,0.0001881127,0.004452678,0.0008172878,0.004080249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0194396,"threshold_uncertainty_score":0.0386529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693829721400234,"score_gpt":0.2908669883414887,"score_spread":0.2739286911274863,"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."}}