{"id":"W2120460273","doi":"10.5539/ies.v3n3p132","title":"The Orientation and Development of the Public Affair Management Specialty","year":2010,"lang":"en","type":"article","venue":"International Education Studies","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Public service; Public relations; China; Management development; Service (business); Power (physics); Public education; New public management; Sociology; Public administration; Management; Public sector; Business; Political science; Marketing; Psychology; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007115351,0.00004119451,0.0000397741,0.00005065278,0.001202764,0.00009899266,0.0003520969,0.00002081554,0.000028831],"category_scores_gemma":[0.0005618527,0.00002595383,0.00001839145,0.0001637944,0.0003049736,0.000187982,0.0001337022,0.00007667104,0.000006344869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007690577,"about_ca_system_score_gemma":0.0002783565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002344349,"about_ca_topic_score_gemma":0.003165524,"domain_scores_codex":[0.9992651,0.0000634492,0.0001949125,0.00008373518,0.000321138,0.00007160452],"domain_scores_gemma":[0.9986052,0.0001425952,0.0001537791,0.0001730711,0.0009036307,0.00002175724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001464416,0.00005137109,0.01039738,0.000002128339,0.00006667065,6.362548e-9,0.008802201,1.736274e-7,0.00001406914,0.8062607,0.003762451,0.1706414],"study_design_scores_gemma":[0.00004729044,9.997555e-7,0.07618788,0.00000607676,0.000004282956,2.464411e-7,0.0441092,0.000003274792,0.00003137787,0.00716851,0.8724108,0.00003010236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7122567,0.001047426,0.000373041,0.1248464,0.01282041,0.0004640016,0.000002296404,0.00003317609,0.1481565],"genre_scores_gemma":[0.9924276,0.0008291414,0.002733089,0.00008008235,0.0001373256,0.00008656407,0.000003991491,0.000002367888,0.003699766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8686483,"threshold_uncertainty_score":0.925081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05411147461478124,"score_gpt":0.4105918579135467,"score_spread":0.3564803832987655,"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."}}