{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001267459,0.0001510774,0.0001738952,0.0000777494,0.00004182082,0.00004550586,0.0002544862,0.000170015,0.0001689237],"category_scores_gemma":[0.0002008967,0.0001646935,0.00004887629,0.001093963,0.00002959181,0.0001348081,0.0001148719,0.0001247589,0.001615505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006342301,"about_ca_system_score_gemma":0.00006405918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007804537,"about_ca_topic_score_gemma":0.0000285171,"domain_scores_codex":[0.9990279,0.00002730058,0.0001843445,0.0001730638,0.0001192813,0.0004680899],"domain_scores_gemma":[0.9995301,0.00005455978,0.00001651264,0.0002434232,0.00005757119,0.00009779939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001239788,0.00009939229,0.02290317,0.0002804365,0.0002934308,0.001816034,0.0005077971,0.4571581,0.0003050629,0.004174496,0.4276904,0.08464771],"study_design_scores_gemma":[0.003352952,0.0001062734,0.168561,0.0001195272,0.0000921524,0.0001519883,0.00165166,0.1058976,0.0001949839,0.005860905,0.7127398,0.001271044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564238,0.0001512632,0.001478515,0.0006181195,0.004043899,0.0002749437,0.00004184893,0.002420324,0.03454726],"genre_scores_gemma":[0.9985566,0.0000499057,0.00005418278,0.0000800402,0.0003195931,0.00003357338,0.00002456563,0.00002874832,0.0008528586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512605,"threshold_uncertainty_score":0.9991618,"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."}}