{"id":"W2037644096","doi":"10.5539/ass.v6n7p43","title":"Teachers’ Training-A Grey Area in Higher Education","year":2010,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Medical education; Exploratory research; Government (linguistics); Psychology; Descriptive statistics; Public service; Public sector; Training (meteorology); Medicine; Political science; Public relations; Sociology; Geography; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003565656,0.0001308128,0.0003043143,0.0009780914,0.005044574,0.004039417,0.0005449888,0.001366417,0.0105385],"category_scores_gemma":[0.004639331,0.0002138343,0.0001600373,0.002386044,0.003742678,0.003933742,0.002703325,0.001136704,0.0005829358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005111251,"about_ca_system_score_gemma":0.01191762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009636965,"about_ca_topic_score_gemma":0.01945052,"domain_scores_codex":[0.9971414,0.0008669057,0.0001325836,0.0002038798,0.0006512988,0.001003952],"domain_scores_gemma":[0.9933374,0.003044201,0.001022282,0.0002373711,0.0006092883,0.001749519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002395734,0.0009761265,0.1961874,0.003404269,0.00002014811,0.003642152,0.167451,0.0007491734,0.003468857,0.07739168,0.01715812,0.5293115],"study_design_scores_gemma":[0.00002278492,0.0004995755,0.2666967,0.002129867,0.00001270732,0.001859995,0.5705607,0.0004995335,0.0008681274,0.01823458,0.1385708,0.00004486692],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.86019,0.00877151,0.001061067,0.0618482,0.0003145234,0.0000708383,0.00007323662,0.00002346144,0.0676472],"genre_scores_gemma":[0.9956928,0.001503904,0.0002662115,0.0006597144,0.00003846858,0.0000094235,0.00001318024,0.000001351149,0.00181501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0105385,"threshold_uncertainty_score":0.03708488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533721920488482,"score_gpt":0.3782472107911361,"score_spread":0.3129099915862513,"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."}}