{"id":"W4401647202","doi":"10.1016/b978-0-443-13847-8.00004-x","title":"Risks associated with waste accumulation and processing: existing experience, scientific approaches to assessment, examples","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Environmental science; Risk analysis (engineering); Environmental planning; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006692294,0.0004260822,0.000353174,0.0002018173,0.000433987,0.0007554341,0.0003016695,0.0001814349,0.00007082565],"category_scores_gemma":[0.00002000133,0.0003487964,0.00006263351,0.0000896757,0.0004476383,0.0001621992,0.0005325474,0.0003479512,0.00004286081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002215511,"about_ca_system_score_gemma":0.00002418615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004725142,"about_ca_topic_score_gemma":0.0000730286,"domain_scores_codex":[0.99756,0.00002782066,0.0003764429,0.001050274,0.0006413406,0.000344166],"domain_scores_gemma":[0.9991369,0.00004807057,0.0002670132,0.0003929178,0.00001646593,0.0001386859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005929529,0.00001203481,0.0008070947,0.00008880985,0.00003746951,0.00001259345,0.001225059,0.0001570624,0.00007697104,0.001682636,0.0001073076,0.995787],"study_design_scores_gemma":[0.000322281,0.0002826948,0.002711974,0.004031058,0.0003866822,0.00001081339,0.0005662274,0.007918238,0.000280902,0.02481011,0.9568766,0.001802418],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02103546,0.0001261682,0.0002215102,0.00003945172,0.000103578,0.0008948215,0.00001098729,0.0003077346,0.9772603],"genre_scores_gemma":[0.2452841,0.000005930367,0.002741329,0.00003876726,0.00005634609,0.0001182213,0.0000365034,0.0000763107,0.7516425],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9939846,"threshold_uncertainty_score":0.9998964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2229216273182621,"score_gpt":0.3334096253109307,"score_spread":0.1104879979926685,"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."}}