{"id":"W4255755726","doi":"10.1021/cen-09706-buscon19","title":"Business Roundup","year":2019,"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":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001640145,0.0002757391,0.0003514165,0.00005366458,0.00005040125,0.0001030998,0.0005212265,0.0001462739,0.0008801055],"category_scores_gemma":[0.00006895317,0.0002530093,0.0001299968,0.0005147922,0.00003596672,0.0002569803,0.0001893966,0.00009688308,0.005724745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004496615,"about_ca_system_score_gemma":0.00009991214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008405697,"about_ca_topic_score_gemma":0.0006994001,"domain_scores_codex":[0.9981862,0.0001234724,0.0003522695,0.0004696687,0.0003665435,0.000501872],"domain_scores_gemma":[0.9988059,0.00003982245,0.0001050203,0.0007563865,0.0001166741,0.0001761451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007117901,0.00102333,0.3603286,0.0006012877,0.0009514213,0.0008027341,0.000812088,0.3045982,0.01100697,0.1757633,0.06652611,0.07687418],"study_design_scores_gemma":[0.001831792,0.00006701514,0.02654708,0.0002227608,0.00003897742,0.0001772268,0.000189269,0.003393358,0.0005907372,0.001044876,0.9651874,0.0007095118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6809117,0.0003321133,0.0009386179,0.0001667586,0.003508371,0.0001765859,0.00002127464,0.0003127629,0.3136318],"genre_scores_gemma":[0.9823987,0.00002294191,0.0001827533,0.0002958105,0.0004193023,0.00002036872,0.00003889463,0.00003899608,0.01658222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8986613,"threshold_uncertainty_score":0.9999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004287478728237842,"score_gpt":0.2159364992890663,"score_spread":0.2116490205608284,"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."}}