{"id":"W2565011050","doi":"10.5339/qfarc.2016.hbpp2507","title":"Capturing the International Diversity of Pharmacists at Sidra Medical and Research Center and their Integration into the Qatar Community","year":2016,"lang":"en","type":"article","venue":"Qatar Foundation Annual Research Conference Proceedings Volume 2016 Issue 1","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Pharmacy; Health care; Medicine; Demographics; Nursing; Family medicine; Medical education; Political science; Sociology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008134454,0.0001464743,0.0001981258,0.0001999518,0.001394164,0.0001677344,0.0006756702,0.000103061,0.00175765],"category_scores_gemma":[0.006463208,0.0000678638,0.00003906368,0.0002399642,0.001923306,0.0009345698,0.002560101,0.001248469,0.0001202753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220725,"about_ca_system_score_gemma":0.0001933733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196023,"about_ca_topic_score_gemma":0.0001539551,"domain_scores_codex":[0.9968016,0.0004450013,0.0003122354,0.0002974242,0.001766845,0.0003769637],"domain_scores_gemma":[0.9948683,0.001854093,0.0001236474,0.0002231989,0.002633513,0.0002971972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003649219,0.0006416388,0.3193738,0.0005017346,0.0003480861,0.00001153415,0.15154,4.069431e-8,0.03005549,0.005284749,0.03632252,0.4522712],"study_design_scores_gemma":[0.006616169,0.001346795,0.08627454,0.001624627,0.0000805259,0.0002090718,0.06587053,0.008690286,0.01681213,0.009428226,0.802581,0.0004661339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933305,0.0001228122,0.0001398553,0.0627683,0.0001384021,0.0006340941,0.00003885022,0.00002125513,0.002831451],"genre_scores_gemma":[0.9941958,0.001859056,0.00004212515,0.0003112365,0.000167041,0.00002716692,0.00002760103,0.00001118484,0.003358789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7662584,"threshold_uncertainty_score":0.9999059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2428671651629787,"score_gpt":0.4687112089415905,"score_spread":0.2258440437786118,"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."}}