{"id":"W4318833528","doi":"10.34256/irjt224s1851","title":"Sociability and Tamil System in Singapore Tamil Education","year":2022,"lang":"en","type":"article","venue":"International Research Journal of Tamil","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tamil; Face (sociological concept); Sociology; Gender studies; Political science; Geography; Social science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003585693,0.0001635473,0.0001886715,0.001412571,0.00162524,0.001894314,0.000297337,0.0002560482,0.009528532],"category_scores_gemma":[0.0008693425,0.00009268812,0.0002102548,0.001417227,0.001066178,0.0008555419,0.001830423,0.0006880137,0.0005522733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880429,"about_ca_system_score_gemma":0.001067753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02846597,"about_ca_topic_score_gemma":0.06573578,"domain_scores_codex":[0.9995661,0.0001230193,0.00003723006,0.00003581128,0.00005075273,0.0001870929],"domain_scores_gemma":[0.9987771,0.00008271643,0.0003909956,0.00002931639,0.0001229063,0.0005970466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005259834,0.0001990305,0.9503472,0.00006488132,0.00004743185,0.0007797394,0.02618971,0.00008125315,0.0002644028,0.005192998,0.001331559,0.01544915],"study_design_scores_gemma":[0.000003766075,0.00008105348,0.9662063,0.00004473027,0.00001141697,0.0001447722,0.02868014,0.000171477,0.00004926838,0.0002308822,0.004366611,0.000009479008],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893858,0.0002640965,0.00002112168,0.000507094,0.0000132072,0.000005471245,0.0001025106,0.000003645747,0.009696974],"genre_scores_gemma":[0.9991965,0.00008216045,0.000007659507,0.00002727959,0.000003109975,0.000002764687,0.00003457878,0.000001183078,0.0006447268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02846597,"threshold_uncertainty_score":0.05660051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07142076004187203,"score_gpt":0.4567922108342384,"score_spread":0.3853714507923663,"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."}}