{"id":"W4388098810","doi":"10.1021/cen-10136-buscon18","title":"Business Roundup","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catalysis; Business; Waste management; Carbon fibers; Nitrogen; Environmental science; Chemistry; Engineering; Materials science; Organic chemistry","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":[0.001746436,0.001256462,0.0007946243,0.001307814,0.002102823,0.008357881,0.00196204,0.004836347,0.7909839],"category_scores_gemma":[0.007640987,0.0005127791,0.0007277029,0.001193831,0.0007528379,0.003804946,0.003362858,0.004515639,0.7951905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419358,"about_ca_system_score_gemma":0.00381513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002362544,"about_ca_topic_score_gemma":0.004213849,"domain_scores_codex":[0.998073,0.0001946083,0.00008724993,0.0002949005,0.001080474,0.000269799],"domain_scores_gemma":[0.9928249,0.0005225977,0.0002359352,0.0006186164,0.00294026,0.002857683],"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":[0.00001151284,0.00001250831,0.00002132859,0.00002807304,7.536564e-7,0.00001843612,0.000006807196,0.00000939695,0.00005942512,0.0007163845,0.9769436,0.02217178],"study_design_scores_gemma":[0.000003416511,0.000005321697,0.00006677493,0.00001712797,3.336411e-7,0.00001077679,0.00001439867,0.000008879452,0.00002057145,0.0001861128,0.9996639,0.000002430062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003407628,0.001564422,0.001054944,0.02709697,0.05947082,0.0003281175,0.003090088,0.002676861,0.9043769],"genre_scores_gemma":[0.0008125215,0.0004588624,0.0002821528,0.005573376,0.002867734,0.00008404154,0.001135074,0.0003924424,0.9883938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7909839,"threshold_uncertainty_score":0.2981361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00977133348542054,"score_gpt":0.2476647551307151,"score_spread":0.2378934216452946,"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."}}