{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004405951,0.0002786219,0.000138725,0.0009947475,0.004010914,0.006136457,0.0007771946,0.001570095,0.005327895],"category_scores_gemma":[0.002463986,0.0002053383,0.0003234615,0.000668936,0.001479951,0.002266352,0.004324661,0.001405599,0.001006917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006155655,"about_ca_system_score_gemma":0.03719248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009218477,"about_ca_topic_score_gemma":0.0214199,"domain_scores_codex":[0.9974757,0.0009396909,0.0000687211,0.000167585,0.0004255215,0.0009227388],"domain_scores_gemma":[0.9966704,0.0001944664,0.0002124642,0.00007212398,0.000575364,0.00227513],"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":[0.0002682531,0.002716405,0.07187794,0.00107891,0.00004208693,0.002108356,0.03185341,0.004674762,0.007957394,0.3512563,0.04726304,0.4789032],"study_design_scores_gemma":[0.0002215969,0.002269497,0.1806038,0.001620913,0.00005773394,0.001418554,0.1139142,0.01747686,0.00884119,0.07597862,0.5973547,0.0002423429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5805463,0.002712579,0.03456325,0.08594991,0.0008661682,0.001443404,0.0001946973,0.0002738011,0.2934499],"genre_scores_gemma":[0.9559562,0.0006033173,0.01793266,0.002208929,0.00005805525,0.0001870709,0.00006684662,0.00002225807,0.02296481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009218477,"threshold_uncertainty_score":0.04466259,"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."}}