{"id":"W4399289003","doi":"10.21608/auber.2024.284670.1069","title":"Waste Management in Educational Institutes","year":2024,"lang":"en","type":"article","venue":"Assiut University Bulletin for Environmental Researches","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering management; Business; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002308453,0.0001941517,0.0002528127,0.004093941,0.002719829,0.006222908,0.001018036,0.001087729,0.005891923],"category_scores_gemma":[0.002885833,0.0001557918,0.0005155843,0.007532505,0.0009665802,0.001668896,0.003182227,0.0006431153,0.001153599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008257829,"about_ca_system_score_gemma":0.01200307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01289326,"about_ca_topic_score_gemma":0.0266899,"domain_scores_codex":[0.9966527,0.001067194,0.0002915896,0.0002695991,0.000964097,0.00075485],"domain_scores_gemma":[0.9975438,0.0005419023,0.0006577229,0.0001669443,0.0006454309,0.0004441889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002031808,0.0007478874,0.1877284,0.004158682,0.0001483642,0.003382612,0.01457523,0.003131555,0.004800987,0.08151727,0.02066158,0.6789442],"study_design_scores_gemma":[0.00002835967,0.0005547385,0.2712784,0.002679856,0.0002717847,0.002444934,0.07245198,0.001724883,0.01906966,0.02019737,0.6091208,0.0001772508],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6308438,0.02965766,0.008349183,0.01500605,0.0003556467,0.0004570902,0.001849286,0.0004709831,0.3130103],"genre_scores_gemma":[0.9554157,0.009000306,0.00370754,0.001006814,0.00006651663,0.00005948319,0.0006128018,0.00002585014,0.03010507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01289326,"threshold_uncertainty_score":0.05991495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770441924390526,"score_gpt":0.3205736180144491,"score_spread":0.2928691987705438,"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."}}