{"id":"W4310184842","doi":"10.1186/s40545-022-00498-w","title":"A pilot assessment of the career and job satisfaction of the pharmaceutical workforce in Lebanon","year":2022,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Policy and Practice","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Pharmacy; Workforce; Medicine; Job satisfaction; Family medicine; Pharmaceutical care; Health care; Graduation (instrument); Public sector; Nursing; Medical education; Psychology; Political science; Engineering","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":[0.002612437,0.0001602555,0.0004102294,0.0001562215,0.0001779796,0.00001950808,0.0001870128,0.00004450753,0.0001488083],"category_scores_gemma":[0.003036969,0.00009590816,0.0001552484,0.0006005986,0.0003170571,0.0003981317,0.0003387389,0.001892207,2.837589e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001749909,"about_ca_system_score_gemma":0.0004530459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001814747,"about_ca_topic_score_gemma":0.000008197755,"domain_scores_codex":[0.9963673,0.001488978,0.0007935064,0.0001538783,0.0009323148,0.0002640038],"domain_scores_gemma":[0.9948535,0.003778405,0.0007831233,0.000189783,0.0001639354,0.0002312792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01129876,0.001529005,0.8723457,0.0006770316,0.0005879677,0.00007254311,0.001490509,0.0004991891,0.05991899,0.0148196,0.0008773038,0.0358834],"study_design_scores_gemma":[0.01211509,0.002069313,0.7435011,0.0003334134,0.002409774,0.004950882,0.001517412,0.006749546,0.005548125,0.0008611123,0.2196584,0.0002857979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9244855,0.002505846,0.00004675972,0.06346218,0.0006830004,0.0006147959,0.00002115295,0.000004598308,0.008176188],"genre_scores_gemma":[0.9912967,0.001324721,0.0002945594,0.006767317,0.0001787387,0.000006076993,2.967889e-7,0.00001437422,0.0001171842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2187811,"threshold_uncertainty_score":0.8220805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2147431331906659,"score_gpt":0.4963270375172127,"score_spread":0.2815839043265468,"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."}}