{"id":"W7123379675","doi":"","title":"QU announces elections for Sixth Cycle of Faculty Senate","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":"Work (physics); Government (linguistics); 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003956286,0.0001765011,0.0002671792,0.0004207405,0.001663821,0.00003122226,0.0008024804,0.0001798705,0.0002050379],"category_scores_gemma":[0.0001049115,0.00023618,0.0001585811,0.0008983863,0.001031731,0.0008334924,0.0001811235,0.0001417422,0.00008505796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008878622,"about_ca_system_score_gemma":0.0006648973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007063615,"about_ca_topic_score_gemma":0.01400751,"domain_scores_codex":[0.9985161,0.0001728797,0.0001233234,0.0004358542,0.0002567424,0.0004950695],"domain_scores_gemma":[0.9987087,0.0001611323,0.0002100316,0.0002714087,0.0004433985,0.0002053386],"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":[0.001514091,0.0008913507,0.07141153,0.0001993365,0.001648719,0.0001285095,0.1397437,0.0002549536,0.002422314,0.5118803,0.2655576,0.004347485],"study_design_scores_gemma":[0.0008959569,0.0001064646,0.00125529,0.00002408733,0.00009164973,4.889291e-7,0.07112796,0.00004429168,0.0006982994,0.0003345265,0.9251171,0.0003039363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306768,0.00002199821,0.004360603,0.004141992,0.0008189128,0.0007797451,0.0006631081,0.0003227551,0.1582141],"genre_scores_gemma":[0.8926383,0.0003092051,0.008056982,0.0001174102,0.0002995244,3.631943e-7,0.0001309459,0.00002494084,0.09842233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6595594,"threshold_uncertainty_score":0.9996359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551237250052108,"score_gpt":0.2714143496271251,"score_spread":0.245901977126604,"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."}}