{"id":"W819769883","doi":"10.1177/1757913914545568","title":"Global public health workforce","year":2014,"lang":"en","type":"editorial","venue":"Perspectives in Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Workforce; Population; Political science; Population health; Economic growth; Global health; Public relations; Health care; Social determinants of health; Health policy; International health; Medicine; Environmental health; Nursing; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01030069,0.002196543,0.001624143,0.003214831,0.004633154,0.01277067,0.003825123,0.0192918,0.3958842],"category_scores_gemma":[0.03306255,0.001127816,0.001546974,0.002551278,0.002750863,0.01547958,0.0207623,0.01771831,0.2509651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00337753,"about_ca_system_score_gemma":0.02156488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236263,"about_ca_topic_score_gemma":0.003878203,"domain_scores_codex":[0.9901454,0.002261885,0.0005496247,0.001154415,0.002694264,0.003194418],"domain_scores_gemma":[0.9658086,0.00314856,0.001293316,0.002213721,0.008483882,0.01905194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004638011,0.00001265476,0.00006748483,0.00008489368,0.000001906286,0.00003960994,0.0001126942,0.000005562907,0.00003316486,0.001423457,0.9825777,0.01563629],"study_design_scores_gemma":[0.000005882259,0.000009869653,0.0001377595,0.0002615514,0.00000132499,0.00005376915,0.0002993859,0.000006419409,0.000009686346,0.001042965,0.9981668,0.000004585037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002976072,0.01322423,0.0005141992,0.7331062,0.15406,0.0001944822,0.001288926,0.0004949917,0.09681942],"genre_scores_gemma":[0.005275406,0.0161347,0.001633912,0.5138751,0.07601595,0.0006906347,0.002998173,0.0007501929,0.3826259],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3958842,"threshold_uncertainty_score":0.8616978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302253266620653,"score_gpt":0.513660553745941,"score_spread":0.3834352270838757,"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."}}