{"id":"W7047612428","doi":"","title":"Gulf Economic Update, August 2021 : COVID-19 Pandemic and the Road to Diversification","year":2021,"lang":"en","type":"report","venue":"The World Bank Open Knowledge Repository (World Bank)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversification (marketing strategy); Pandemic; Gross domestic product; Coronavirus disease 2019 (COVID-19); Commodity; Real gross domestic product; Economic recovery; Quarter (Canadian coin); Forecast period","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002534641,0.0008819711,0.00140214,0.000339141,0.002065196,0.001554191,0.003071574,0.0001337528,0.004826955],"category_scores_gemma":[0.00009990706,0.0006032544,0.0006016042,0.0008901423,0.0007557865,0.0003925741,0.004077294,0.001736432,0.0009430406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395737,"about_ca_system_score_gemma":0.005455694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005660444,"about_ca_topic_score_gemma":0.002476581,"domain_scores_codex":[0.9943126,0.001259848,0.001155272,0.001598522,0.0006877839,0.0009859664],"domain_scores_gemma":[0.9945188,0.00125484,0.0007677666,0.002274477,0.0004858704,0.0006982554],"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":[0.0008496621,0.0005603891,0.01931641,0.0001542024,0.002221384,0.00004155465,0.0009942286,0.0003137871,0.0001665445,0.02008269,0.6490746,0.3062246],"study_design_scores_gemma":[0.001689069,0.00003464097,0.004028878,0.0002877469,0.0004749343,0.00001711743,0.0004729013,0.0001983914,0.0003922057,0.0005492837,0.9910515,0.0008033381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005170078,0.004368418,0.002452519,0.005527065,0.003516342,0.005401999,0.0004357842,0.0000935713,0.9730342],"genre_scores_gemma":[0.5545505,0.0001405077,0.0001252031,0.0001337235,0.005590264,0.0008382624,0.000358418,0.000109282,0.4381539],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5493804,"threshold_uncertainty_score":0.9998348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496192903658422,"score_gpt":0.3490019570182311,"score_spread":0.3040400279816469,"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."}}