{"id":"W7123383452","doi":"","title":"QU moves third in QS Arab Region University Rankings 2021","year":2020,"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":"Government (linguistics); Subject (documents); Middle East; 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"],"consensus_categories":[],"category_scores_codex":[0.0004249444,0.0003384351,0.0004832728,0.0007120227,0.001185446,0.00006490549,0.001672608,0.0003703663,0.0005770838],"category_scores_gemma":[0.0001476369,0.0005129997,0.0002239177,0.002208683,0.000749525,0.001832967,0.0006142672,0.0006044211,0.0003767891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399055,"about_ca_system_score_gemma":0.0008912259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158291,"about_ca_topic_score_gemma":0.009712588,"domain_scores_codex":[0.9969851,0.0006919027,0.0001701338,0.0009261423,0.0004454266,0.0007812468],"domain_scores_gemma":[0.998363,0.0002688677,0.0002514836,0.0004049831,0.0001529534,0.0005586679],"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":[0.002782528,0.0005742211,0.2606176,0.0001739583,0.0007025935,0.01246085,0.2282202,0.0009637589,0.0002226893,0.328668,0.1586637,0.005949854],"study_design_scores_gemma":[0.001975612,0.00005070618,0.004283812,0.00005068344,0.00007538996,0.000001172451,0.1503513,0.00006191221,0.00002595121,0.0001207322,0.8424343,0.0005684329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6591455,0.00008864838,0.00240582,0.04616738,0.0006355899,0.001010506,0.0001102643,0.0005609108,0.2898753],"genre_scores_gemma":[0.8848636,0.004428457,0.003257585,0.001085125,0.000336025,1.112171e-7,0.0001048135,0.00005552162,0.1058687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6837707,"threshold_uncertainty_score":0.9997321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175538232437263,"score_gpt":0.2014929261567715,"score_spread":0.1797375438323988,"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."}}