{"id":"W4389304513","doi":"10.1021/cen-10140-buscon4","title":"US chemical group expects turbulent 2024","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Recession; Chemical industry; Pandemic; Business; Agricultural economics; Economics; Engineering; History; Medicine","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":[0.0002121574,0.0001542324,0.0002773548,0.0001167095,0.00004502526,0.00005934075,0.0003186648,0.000192903,0.0006281764],"category_scores_gemma":[0.0001032503,0.0001710592,0.0001183441,0.0005740013,0.0000580432,0.0001344559,0.0001851279,0.0001496914,0.006669646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002783079,"about_ca_system_score_gemma":0.00000602987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004340927,"about_ca_topic_score_gemma":0.000002706021,"domain_scores_codex":[0.9986822,0.000005810394,0.0004829777,0.0004548593,0.00003034634,0.0003438249],"domain_scores_gemma":[0.9994338,0.00002224044,0.0001473785,0.000307617,0.00001348432,0.00007549577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002884876,0.0001530118,0.09213683,0.00002313982,0.0000667265,0.00005332354,0.00008020079,0.00002724079,0.0001207945,0.8506808,0.05264982,0.00397926],"study_design_scores_gemma":[0.001653662,0.0001655669,0.07923017,0.00005337472,0.0000118036,0.00003778992,0.0001971107,0.008040714,0.0006262995,0.5849593,0.3241057,0.0009185296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494242,0.0003842688,0.001097167,0.001329826,0.0007019035,0.0001553156,0.0001028707,0.0003837097,0.04642073],"genre_scores_gemma":[0.9977802,0.00009206634,0.0003095084,0.0005546303,0.0001295855,0.00004270341,0.00006129609,0.00001310498,0.001016892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2714559,"threshold_uncertainty_score":0.9941038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279977413025967,"score_gpt":0.22975988292496,"score_spread":0.2069601087947003,"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."}}