{"id":"W2979583231","doi":"10.31124/advance.9637070.v1","title":"Public Service Motivation in Taiwan after “Stigma”","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Public service motivation; Public service; Civil servant; Compassion; Job satisfaction; Politics; Service (business); Political science; Business; Public relations; Public sector; Psychology; Social psychology; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006694733,0.0001058074,0.0001630876,0.000714857,0.001106503,0.001183655,0.0001724622,0.0004114649,0.003307834],"category_scores_gemma":[0.002275717,0.00009264296,0.0003854265,0.0009069433,0.0006725753,0.0004614609,0.001060151,0.0007108929,0.0001624327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544953,"about_ca_system_score_gemma":0.001899539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01735691,"about_ca_topic_score_gemma":0.01764125,"domain_scores_codex":[0.9995449,0.0001162096,0.00001827996,0.00003960383,0.00007997265,0.000201074],"domain_scores_gemma":[0.9989262,0.0002218492,0.0003856504,0.00006911984,0.0001278007,0.000269362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001026617,0.0003536521,0.9364089,0.00006371694,0.00004195826,0.001008381,0.02854687,0.0001057035,0.0007694744,0.00355494,0.001415534,0.0276282],"study_design_scores_gemma":[0.000006432354,0.00006931827,0.9770831,0.00004383826,0.00001023967,0.0001462207,0.02004734,0.0003005302,0.0001222907,0.0003698342,0.001792947,0.000007924858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981047,0.00004959841,0.00002314724,0.0003348019,0.000005265832,0.000004899446,0.00001497256,0.000001231374,0.001461491],"genre_scores_gemma":[0.9994868,0.00002494252,0.00001118804,0.00003837174,0.000002712441,0.000004608292,0.00002068565,5.811939e-7,0.0004099939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01735691,"threshold_uncertainty_score":0.03451174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1702992301055887,"score_gpt":0.3983276483694107,"score_spread":0.228028418263822,"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."}}