{"id":"W746581744","doi":"10.1177/1757913914545941","title":"Public health workforce around the globe","year":2014,"lang":"en","type":"editorial","venue":"Perspectives in Public Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Public health; Population health; Globe; Population; Globalization; Community health; Global health; Public relations; Medicine; Economic growth; Business; Political science; Environmental health; Nursing; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.02681959,0.001175626,0.002585759,0.001038269,0.004701896,0.0003166372,0.002341665,0.001851347,0.0004100895],"category_scores_gemma":[0.01140987,0.0008905789,0.0004108961,0.002231989,0.0006304306,0.0005415586,0.0007837338,0.01343884,0.0005417239],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01538526,"about_ca_system_score_gemma":0.05390158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007353981,"about_ca_topic_score_gemma":0.009341666,"domain_scores_codex":[0.9728623,0.01250319,0.003454721,0.002326591,0.002654894,0.006198314],"domain_scores_gemma":[0.9840536,0.006512108,0.003140806,0.00261549,0.001152938,0.002525128],"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":[0.00002994838,0.0005010678,0.00129665,0.001321038,0.00005025334,0.000002587626,0.04835146,0.000001299181,2.705774e-8,0.03901465,0.8923715,0.01705951],"study_design_scores_gemma":[0.001845317,0.0003241574,0.003343202,0.001643973,0.000005639625,0.00000262439,0.05249779,0.00006963671,4.375117e-9,0.001616725,0.9380221,0.0006288661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001525375,0.01196295,0.0008171992,0.3755077,0.5880518,0.004181631,0.0004052203,0.0004983058,0.01842267],"genre_scores_gemma":[0.02579624,0.01963762,0.0002135579,0.0255155,0.9223221,0.000209897,0.0009158116,0.0003206624,0.005068635],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3499922,"threshold_uncertainty_score":0.9994445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378831085521911,"score_gpt":0.4444952214317163,"score_spread":0.3066121128795252,"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."}}