{"id":"W4283713128","doi":"10.1016/j.jsps.2022.06.023","title":"Strategic job market-guided development of pharmacy bachelor‘s curriculum and its importance in maintaining the profession viability in the Middle Eastern countries: Colleges of pharmacy in the UAE as a model","year":2022,"lang":"en","type":"article","venue":"Saudi Pharmaceutical Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Curriculum; Accreditation; Pharmacy; Bachelor; Curriculum development; Experiential learning; Population; Medical education; Political science; Public relations; Medicine; Pedagogy; Sociology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01086933,0.0001947953,0.0003378965,0.0002320347,0.0003121242,0.0000257948,0.000507721,0.00004065775,0.0005712029],"category_scores_gemma":[0.000512029,0.0001096084,0.00005397125,0.001192944,0.0002258919,0.0001469999,0.0001505862,0.002073345,0.00000132874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891469,"about_ca_system_score_gemma":0.001484133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002547817,"about_ca_topic_score_gemma":0.00001731312,"domain_scores_codex":[0.9956898,0.001129453,0.001336875,0.0002436312,0.001184799,0.0004154355],"domain_scores_gemma":[0.9986987,0.0003858752,0.0003978118,0.0002011803,0.0002403789,0.00007602276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00300473,0.003994715,0.8806546,0.001335985,0.0001387761,0.000277791,0.08469686,0.0008864105,0.00526269,0.00447903,0.001805906,0.0134625],"study_design_scores_gemma":[0.01920818,0.0002204212,0.0614794,0.0008686935,0.0002388349,0.00177922,0.1878627,0.7135667,0.002684302,0.00477471,0.006851478,0.0004653401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783237,0.0009635927,0.00005610904,0.01806691,0.0002015736,0.001256285,0.000006255082,0.000005280166,0.001120273],"genre_scores_gemma":[0.9956633,0.0002009595,0.0004043865,0.003423854,0.00008294796,0.0001697179,0.000006086976,0.00001388615,0.00003489435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8191752,"threshold_uncertainty_score":0.9007768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181068423334603,"score_gpt":0.4242365304376028,"score_spread":0.3061296881041425,"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."}}