{"id":"W4328128388","doi":"10.1186/s40545-023-00554-z","title":"The association of management and leadership competencies with work satisfaction among pharmacists in Lebanon","year":2023,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Policy and Practice","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Pharmacy; Medical education; Snowball sampling; Job satisfaction; Health care; Medicine; Core competency; Nursing; Psychology; Management; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002530948,0.000115496,0.0002543089,0.0002226192,0.0001035307,0.00004837217,0.00005381466,0.00005801356,0.00001125839],"category_scores_gemma":[0.001980886,0.00007258309,0.00004696022,0.0006448099,0.0001589825,0.0005715692,0.00004129488,0.000631302,0.000003746756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038334,"about_ca_system_score_gemma":0.00005411745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000214632,"about_ca_topic_score_gemma":0.000006022887,"domain_scores_codex":[0.998224,0.0004181836,0.0004497845,0.0001076278,0.0005271382,0.0002733251],"domain_scores_gemma":[0.9933172,0.005739606,0.000545473,0.0000691645,0.0001405403,0.0001879444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01263942,0.0002296519,0.9072987,0.0006186289,0.0008455685,0.0003182861,0.001384803,0.00005856279,0.0008954307,0.00186976,0.001950227,0.07189094],"study_design_scores_gemma":[0.006783111,0.0005298895,0.8690864,0.0003144735,0.00114192,0.0005837199,0.002499702,0.0008307393,0.0007131631,0.0003058848,0.1170465,0.0001645444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435136,0.002158806,0.00004026769,0.04743784,0.000228289,0.0004376614,0.000002961234,0.00001787045,0.006162729],"genre_scores_gemma":[0.9876538,0.009633378,0.0003079971,0.001589271,0.0001520976,0.000003351017,7.22689e-7,0.00001030955,0.0006490964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1150963,"threshold_uncertainty_score":0.2959853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2169824253627086,"score_gpt":0.4389085067712971,"score_spread":0.2219260814085885,"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."}}