{"id":"W4406868637","doi":"10.1021/cen-10302-buscon18","title":"Business Roundup","year":2025,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Diverse Specialized Academic Research","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.001329965,0.001111223,0.0006536806,0.001559205,0.002224433,0.008878691,0.001563297,0.003636804,0.7568281],"category_scores_gemma":[0.006021275,0.0004366415,0.0006047952,0.001396334,0.0006655358,0.003439459,0.002832378,0.003521245,0.7561546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655369,"about_ca_system_score_gemma":0.003527276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00309337,"about_ca_topic_score_gemma":0.005051129,"domain_scores_codex":[0.9982116,0.0001310136,0.00007307892,0.0002827725,0.001047902,0.0002536117],"domain_scores_gemma":[0.9951954,0.0003467681,0.000165515,0.0005182651,0.002000749,0.00177317],"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":[0.00001429491,0.00001351335,0.00003717325,0.0000285077,7.93188e-7,0.00002591816,0.000009027398,0.00001349522,0.00009400056,0.001532238,0.9738729,0.02435814],"study_design_scores_gemma":[0.000002661943,0.00000500645,0.0001147097,0.0000160493,2.831342e-7,0.00001368356,0.00001378596,0.00001253911,0.00002426522,0.0001969927,0.9995977,0.000002249122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.000391474,0.001193169,0.0005703859,0.01094463,0.01785794,0.0002100475,0.002819891,0.001547885,0.9644644],"genre_scores_gemma":[0.001072604,0.0003643383,0.0001743501,0.002207299,0.00110322,0.00005247104,0.001226365,0.0002723963,0.9935269],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7568281,"threshold_uncertainty_score":0.3468552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197882172754481,"score_gpt":0.2797065355483591,"score_spread":0.259918318272911,"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."}}