{"id":"W4391543066","doi":"10.1021/cen-10204-buscon18","title":"Business Roundup","year":2024,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Global Energy and Sustainability Research","field":"Energy","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":[0.00155535,0.001199631,0.0006761656,0.001318119,0.002203288,0.008244909,0.00159845,0.003937234,0.7474228],"category_scores_gemma":[0.006629048,0.0004736238,0.0005769787,0.001103229,0.0007310821,0.003170192,0.003004913,0.003825894,0.7783958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329854,"about_ca_system_score_gemma":0.003184953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001973881,"about_ca_topic_score_gemma":0.003371723,"domain_scores_codex":[0.9979908,0.0001745136,0.00007698008,0.0003022507,0.001153363,0.0003020225],"domain_scores_gemma":[0.9934268,0.0004719433,0.0002209552,0.0006158566,0.002701025,0.002563364],"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":[0.0000117977,0.00001464628,0.00003064503,0.00002338283,6.099784e-7,0.00002351479,0.000007171188,0.0000118836,0.0000914725,0.0008185616,0.9786289,0.02033751],"study_design_scores_gemma":[0.000003156432,0.000006284011,0.0001059351,0.00001446442,2.840418e-7,0.00001403174,0.00001374667,0.00001411502,0.00002969584,0.0001770851,0.9996185,0.000002688347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004148917,0.0009987096,0.0008467063,0.01448174,0.03232528,0.0002994853,0.001953519,0.002026781,0.9466529],"genre_scores_gemma":[0.001104681,0.0002894393,0.0001825168,0.002937183,0.002022307,0.00006495232,0.0007800094,0.0002833908,0.9923355],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7474228,"threshold_uncertainty_score":0.3602707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00841361340748323,"score_gpt":0.2865773736496556,"score_spread":0.2781637602421723,"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."}}