{"id":"W7123382889","doi":"","title":"QU ranked 77th best university in Asia","year":2017,"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":"Higher education; South asia; Quarter (Canadian coin); China; East Asia","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"],"consensus_categories":[],"category_scores_codex":[0.0007116589,0.0003271504,0.0004577684,0.0008530506,0.003911435,0.0001494611,0.003050451,0.000384809,0.0007163245],"category_scores_gemma":[0.0001691909,0.0004974879,0.000201771,0.0006504739,0.001420453,0.002588199,0.0008966124,0.0005225777,0.0005447562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003128378,"about_ca_system_score_gemma":0.001026359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04631703,"about_ca_topic_score_gemma":0.08895538,"domain_scores_codex":[0.9972273,0.0005210579,0.0001466486,0.0008179636,0.0004226958,0.0008643059],"domain_scores_gemma":[0.9978045,0.000204159,0.0003626895,0.0009949219,0.0001670482,0.0004667069],"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":[0.001268633,0.0008036252,0.4880847,0.00008462303,0.0006941986,0.007084089,0.04998697,0.0001857519,0.0001072675,0.4126076,0.03307961,0.006012947],"study_design_scores_gemma":[0.002542487,0.00004010897,0.02536281,0.00006117488,0.00009508818,0.000001173262,0.1148997,0.00002092744,0.00002204263,0.0001226776,0.8562505,0.0005813393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5410566,0.00002418958,0.0002638716,0.00682155,0.0006639095,0.000550123,0.0001183006,0.0002241629,0.4502773],"genre_scores_gemma":[0.8137268,0.001464234,0.001817156,0.00006942644,0.0001242982,6.135977e-8,0.00004259459,0.00002910628,0.1827263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8231708,"threshold_uncertainty_score":0.9997477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647628372555301,"score_gpt":0.2489574333123641,"score_spread":0.222481149586811,"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."}}