{"id":"W7164888036","doi":"10.1080/17153379.2012.12556794","title":"British Policy and the Chinese in Singapore, 1939 to 1955: The Public Service Career Of Tan Chin Tuan.","year":2012,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Chin; Public service; Service (business); Civil service; Public policy","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":[0.00254311,0.0001201944,0.0002178122,0.00008848499,0.0003131441,0.000152439,0.0004736518,0.00008176634,0.0002319853],"category_scores_gemma":[0.0008138415,0.00008615695,0.00004780782,0.0008474012,0.0005004656,0.0002939341,0.0001523657,0.0001565808,0.00004494923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000178984,"about_ca_system_score_gemma":0.0002644793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01622102,"about_ca_topic_score_gemma":0.02997317,"domain_scores_codex":[0.9984324,0.0003355067,0.0002751862,0.0001798494,0.0002784553,0.0004986271],"domain_scores_gemma":[0.9989734,0.0004416527,0.0001131146,0.0002446734,0.00006169979,0.0001655131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002116849,0.00007440854,0.4200442,0.00001851065,0.00004128827,0.000001535064,0.5020387,0.000002967354,0.00001101398,0.05863587,0.003559737,0.01555052],"study_design_scores_gemma":[0.0007317503,0.000007484328,0.3041311,0.00003005102,0.000007858775,0.000009672206,0.654146,0.00001833581,0.000004194823,0.005125056,0.03552955,0.0002589613],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4484957,0.0004478297,0.000006253487,0.02264796,0.0004593087,0.0005108376,0.00001125181,0.00003701507,0.5273838],"genre_scores_gemma":[0.9981364,0.00009440006,0.0001183941,0.0002824744,0.0003538014,0.00004741282,0.000004030132,0.00001512725,0.0009479311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5496407,"threshold_uncertainty_score":0.99033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595810758287486,"score_gpt":0.2687495845057452,"score_spread":0.2527914769228704,"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."}}