{"id":"W7123379598","doi":"","title":"Qatar University: Past and future","year":2018,"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":"Bin; Class (philosophy); Quarter (Canadian coin); World class; Period (music)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004929453,0.0003730489,0.0004059237,0.0008244307,0.002996242,0.00009584921,0.00140215,0.0004231102,0.001419245],"category_scores_gemma":[0.0000357307,0.0005313498,0.0001534903,0.001373906,0.001989929,0.001759743,0.0007635044,0.0004271706,0.0005675743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668643,"about_ca_system_score_gemma":0.0006734521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262661,"about_ca_topic_score_gemma":0.01128844,"domain_scores_codex":[0.997153,0.0004898878,0.000132808,0.0009234095,0.0004336421,0.0008672159],"domain_scores_gemma":[0.9980896,0.0001896915,0.0002154904,0.0005660419,0.0002972592,0.0006419917],"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":[0.001484268,0.0004483265,0.1037254,0.0001136769,0.001195657,0.003023778,0.1155439,0.00001237613,0.000177368,0.5272748,0.2302606,0.01673985],"study_design_scores_gemma":[0.001229182,0.00007572104,0.004371539,0.00002268958,0.0001237863,0.000003093933,0.1729779,0.00001049686,0.00002202173,0.000100321,0.8205397,0.0005235478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5917109,0.00009250647,0.0007757352,0.02161117,0.001790504,0.0007822841,0.0003117155,0.000780127,0.3821451],"genre_scores_gemma":[0.4195278,0.007623653,0.01533643,0.001047435,0.004191305,1.652634e-7,0.0002618904,0.0001327321,0.5518786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5902791,"threshold_uncertainty_score":0.9997138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008906301731455464,"score_gpt":0.1996517838803051,"score_spread":0.1907454821488497,"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."}}