{"id":"W4367598719","doi":"10.1021/cen-10114-buscon18","title":"Business Roundup","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Investment (military); Management; Finance; Operations management; Marketing; Engineering; Economics; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0001789803,0.0001056555,0.000112783,0.000005912496,0.0001217079,0.00006900069,0.0002425231,0.00007778499,0.0003289559],"category_scores_gemma":[0.00006067449,0.00004174116,0.00005853293,0.0006456456,0.0000392167,0.0001059063,0.0001657501,0.00004846869,0.0007188913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001312789,"about_ca_system_score_gemma":0.00001918132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002203373,"about_ca_topic_score_gemma":0.0002144907,"domain_scores_codex":[0.999155,0.00003895037,0.0001500623,0.0002461993,0.0001108718,0.0002988512],"domain_scores_gemma":[0.999714,0.0000497123,0.00002698461,0.00005391474,0.00006318727,0.00009223979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008905013,0.000185423,0.3137541,0.0000369494,0.00003749882,0.00009136357,0.0002535254,0.00002392543,0.001112068,0.003883867,0.03151561,0.6490166],"study_design_scores_gemma":[0.00007196364,0.00002360006,0.7312925,0.000007659124,0.000002619832,0.000004692195,0.0004203733,0.00002964112,0.00002654683,0.001937371,0.2660658,0.0001172051],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883046,0.00004365726,0.00001190326,0.006548245,0.0003061065,0.0001405758,0.00003784126,0.0002277974,0.004379306],"genre_scores_gemma":[0.9979821,0.00003902956,0.00003666372,0.0006132333,0.0001248623,0.00001960308,0.00007290841,3.849533e-7,0.001111257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6488994,"threshold_uncertainty_score":0.9240133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008561118570411898,"score_gpt":0.2178420806380913,"score_spread":0.2092809620676794,"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."}}