{"id":"W7123374661","doi":"","title":"Dr Al Derham reappointed as President of QU","year":2019,"lang":"en","type":"article","venue":"Qatar University QSpace (Qatar University)","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Editorial board; Quarter (Canadian coin)","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":["insufficient_payload"],"category_scores_codex":[0.000477027,0.0002267805,0.0003739085,0.0005473134,0.0005236139,0.00003241165,0.001227761,0.0002158591,0.002992807],"category_scores_gemma":[0.00009484094,0.0003160072,0.000188513,0.0007720999,0.0005230932,0.0009877027,0.0004665043,0.0002755856,0.001080718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172035,"about_ca_system_score_gemma":0.0009592127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01713187,"about_ca_topic_score_gemma":0.004919304,"domain_scores_codex":[0.997901,0.000359384,0.0001633303,0.0005641508,0.0004718057,0.0005402908],"domain_scores_gemma":[0.9984398,0.0002580598,0.0002728511,0.0005193882,0.0002116224,0.0002982203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001398908,0.0006808882,0.2448631,0.0001862307,0.001268793,0.0009174995,0.08495387,0.0003261702,0.001843075,0.4451892,0.2163187,0.002053562],"study_design_scores_gemma":[0.001250265,0.0000839874,0.004657332,0.00005565289,0.00007839728,0.000001356891,0.09930233,0.00001687828,0.0003866275,0.0001924491,0.893591,0.0003837495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7023297,0.00002668192,0.0001491443,0.004568666,0.0004766768,0.0005181958,0.00004788771,0.0001777465,0.2917053],"genre_scores_gemma":[0.5966421,0.000902641,0.00222147,0.0003531436,0.00007271464,1.319653e-7,0.00006712192,0.00003478687,0.3997059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6772723,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009477007959293892,"score_gpt":0.2252598419575243,"score_spread":0.2157828339982304,"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."}}