{"id":"W4405635825","doi":"10.1021/cen-10239-buscon18","title":"Business Roundup","year":2024,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":[0.00005257357,0.0001170881,0.0001409641,0.00002785856,0.00002812459,0.00007841378,0.00007978808,0.0000433037,0.0004488469],"category_scores_gemma":[0.00001980073,0.00009256061,0.0001027856,0.0002905394,0.00002539814,0.0001191104,0.00008612625,0.0001063391,0.0005283597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002512226,"about_ca_system_score_gemma":0.00007860241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003060178,"about_ca_topic_score_gemma":0.00001148444,"domain_scores_codex":[0.9992806,0.00001450309,0.0001323467,0.0002116537,0.0001748836,0.0001860113],"domain_scores_gemma":[0.999601,0.00001752117,0.00001024695,0.0002129636,0.00003304118,0.00012525],"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":[0.001253424,0.0009804667,0.08086141,0.001396087,0.0007044411,0.01403462,0.0007147052,0.00002235452,0.002621185,0.01716251,0.641428,0.2388208],"study_design_scores_gemma":[0.001099218,0.0002015195,0.058686,0.0007371999,0.0002901861,0.001565224,0.0001242506,0.0008798104,0.000130306,0.0006141671,0.9354123,0.0002598632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150823,0.008201509,0.002359007,0.01533968,0.00239874,0.0003064896,0.00009543553,0.0004461997,0.05577061],"genre_scores_gemma":[0.9950554,0.0001096575,0.0002050524,0.002964662,0.0004302122,0.000009553658,0.00004638863,0.00001312102,0.001165923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2939842,"threshold_uncertainty_score":0.6791171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00732101015000954,"score_gpt":0.2899299360837556,"score_spread":0.2826089259337461,"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."}}