{"id":"W2602552123","doi":"10.5555/1480-6800.18.1.76","title":"Saudi Arabia in 2030","year":2015,"lang":"en","type":"article","venue":"Arab world geographer","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Political science; Ancient history; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001562424,0.0001136844,0.0001649143,0.000251873,0.000143526,0.00006944219,0.0003224884,0.00006581076,0.001067365],"category_scores_gemma":[0.0001243661,0.0001228907,0.00006367716,0.0008869959,0.0002596861,0.0002335121,0.00004934255,0.0001624356,0.00101913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001624483,"about_ca_system_score_gemma":0.0001906293,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003526463,"about_ca_topic_score_gemma":0.02247678,"domain_scores_codex":[0.9985626,0.0001771672,0.00024103,0.0002643853,0.0002787938,0.000476072],"domain_scores_gemma":[0.9993652,0.0001142523,0.00006908135,0.0001954237,0.00005352594,0.0002025217],"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":[0.000007934657,0.00004414454,0.9116171,0.000001569742,0.00001487457,0.000007374801,0.009169194,0.00001241865,9.215466e-7,0.009791161,0.06075921,0.008574071],"study_design_scores_gemma":[0.0005376949,0.00000789705,0.2743531,0.00001802109,0.000005014331,2.598125e-7,0.004950861,0.000004480062,0.000006517113,0.02801363,0.691865,0.000237428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.411022,0.0004061676,0.000008889866,0.003649654,0.001036265,0.0002341187,0.000001079958,0.0001137596,0.583528],"genre_scores_gemma":[0.9590068,0.00008924387,0.001595369,0.001414603,0.0002259817,0.00005542181,0.000003711235,0.00001697231,0.03759184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.637264,"threshold_uncertainty_score":0.9998458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0316853329961324,"score_gpt":0.2970714487377347,"score_spread":0.2653861157416023,"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."}}