{"id":"W7123372481","doi":"","title":"Total number of graduates of Qatar University crossed 50,000","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":"Graduation (instrument); Ceremony; Work (physics); 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":[],"category_scores_codex":[0.0005442502,0.0003415278,0.0006575075,0.0006294706,0.0007181384,0.00002955104,0.001600876,0.0003552774,0.003053224],"category_scores_gemma":[0.00006686621,0.0004888664,0.0003306622,0.001339914,0.00132144,0.001496854,0.0006558361,0.0003600253,0.0004676626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321219,"about_ca_system_score_gemma":0.0008869157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02279465,"about_ca_topic_score_gemma":0.002876454,"domain_scores_codex":[0.9972751,0.0004679017,0.0002407178,0.0007252864,0.0005841042,0.0007069536],"domain_scores_gemma":[0.9976874,0.0003973678,0.0005102663,0.0006852444,0.0003689034,0.0003508111],"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":[0.00164025,0.0007579078,0.7301025,0.000302836,0.001149906,0.0004533211,0.04172913,0.000433119,0.001615819,0.2046224,0.01640489,0.0007879537],"study_design_scores_gemma":[0.004160095,0.000136106,0.03617341,0.0001316664,0.000297179,0.000004070474,0.190369,0.00004662719,0.001008471,0.0002731992,0.7663776,0.001022607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858559,0.0000161015,0.0001550257,0.0008311762,0.0004556599,0.0004630121,0.0004061032,0.0001457343,0.1116713],"genre_scores_gemma":[0.8592311,0.0003641068,0.00282447,0.00003125505,0.00004887922,3.343543e-8,0.00008241645,0.00002714373,0.1373907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7499727,"threshold_uncertainty_score":0.9997563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034457262496457,"score_gpt":0.2210372794360438,"score_spread":0.2106927068110793,"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."}}