{"id":"W4322491409","doi":"10.1021/cen-10107-buscon18","title":"Business Roundup","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tonne; Refinery; Business; Engineering; Waste management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002537653,0.001571761,0.0009228315,0.002064504,0.003238531,0.01232727,0.002344651,0.00547378,0.7978614],"category_scores_gemma":[0.01366109,0.000717634,0.0008156186,0.001890891,0.001038842,0.004563689,0.004716365,0.005246519,0.8345057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211155,"about_ca_system_score_gemma":0.005323853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263226,"about_ca_topic_score_gemma":0.00394816,"domain_scores_codex":[0.9962268,0.0003598769,0.0001658827,0.0005341135,0.002184074,0.000529209],"domain_scores_gemma":[0.9859104,0.001217263,0.0005223145,0.001423682,0.005792701,0.005133688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001251681,0.00001439431,0.00002551782,0.00002867289,7.41689e-7,0.00002882434,0.00001103145,0.00001498875,0.00008362081,0.0011074,0.9789056,0.01976663],"study_design_scores_gemma":[0.000002793265,0.000005586832,0.00006286408,0.0000172369,2.642925e-7,0.00001416792,0.00001806099,0.00001503127,0.00002673299,0.0002129622,0.9996209,0.000003255558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003468276,0.0009044078,0.001102436,0.01709312,0.03083134,0.0003766745,0.00250801,0.002961293,0.9438758],"genre_scores_gemma":[0.001052935,0.000280216,0.0002198961,0.003480225,0.001852154,0.00008652611,0.0009326427,0.0004846591,0.9916108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7978614,"threshold_uncertainty_score":0.2883261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007762872073755402,"score_gpt":0.2295797301051485,"score_spread":0.2218168580313931,"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."}}