{"id":"W2331575993","doi":"10.1097/phh.0b013e3182902384","title":"Public Health Managers","year":2013,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Middlesex London Health Unit","funders":"","keywords":"Boundary spanning; Exploratory research; Focus group; Public health; Public relations; Boundary (topology); Guard (computer science); Psychology; Context (archaeology); Public sector; Applied psychology; Knowledge management; Nursing; Business; Medicine; Sociology; Political science; Computer science; Marketing; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03028849,0.0002449667,0.0006170051,0.000918048,0.001672156,0.000262892,0.0004284999,0.0001464729,0.001127593],"category_scores_gemma":[0.003198407,0.0002045978,0.00008790265,0.0009157264,0.00008567317,0.003916176,0.0002261656,0.001233575,0.0003531228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076739,"about_ca_system_score_gemma":0.003446441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957172,"about_ca_topic_score_gemma":0.00005974969,"domain_scores_codex":[0.9894949,0.005164356,0.002274726,0.0002962251,0.0008149574,0.001954863],"domain_scores_gemma":[0.9903221,0.002093061,0.003615497,0.0004286632,0.001096656,0.002444034],"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":[0.00001193564,0.0002363012,0.001804198,0.001130117,0.0001294888,0.000004088665,0.008243928,5.169338e-7,3.615507e-7,0.03661255,0.6470248,0.3048017],"study_design_scores_gemma":[0.0008899562,0.0003338607,0.0389986,0.0001187349,0.00001267503,0.00005086235,0.05108479,0.00004100771,1.384366e-8,0.00086353,0.9074686,0.0001373533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005143201,0.002630965,0.006489821,0.9005552,0.002717309,0.001549056,0.000003794356,0.00006163923,0.080849],"genre_scores_gemma":[0.2388497,0.05180506,0.03354863,0.6456711,0.004645487,0.0003707759,0.00004539306,0.0001308147,0.02493311],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3046644,"threshold_uncertainty_score":0.9997855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3259023493198555,"score_gpt":0.5145803609812827,"score_spread":0.1886780116614272,"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."}}