{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01221393,0.00007433777,0.0001686532,0.000559014,0.0006018159,0.0001435007,0.0007559924,0.00005511033,0.0006161193],"category_scores_gemma":[0.002006982,0.00008133539,0.00006601492,0.0003297311,0.000340308,0.0003636046,0.0002626914,0.0006773786,0.00002102258],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004866776,"about_ca_system_score_gemma":0.003256847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114751,"about_ca_topic_score_gemma":0.0002553401,"domain_scores_codex":[0.9961725,0.001085504,0.0005271234,0.0001833021,0.001730904,0.0003006138],"domain_scores_gemma":[0.9979103,0.0007638919,0.0002833128,0.0000950316,0.0008025022,0.0001449594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002807347,0.00094941,0.6378536,0.00007491136,0.0001887511,0.00008938639,0.04789339,0.0001987415,0.0005666688,0.146575,0.06239877,0.1029306],"study_design_scores_gemma":[0.001069901,0.0001351564,0.1927748,0.0001679865,0.000007399875,0.00009068224,0.2605343,0.0002594177,0.00005044121,0.02249125,0.5221835,0.0002352103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163852,0.0002785964,0.00001587471,0.007292743,0.002051602,0.0002009444,0.000008362685,0.00001090367,0.07375573],"genre_scores_gemma":[0.9947072,0.0001703992,0.0004432234,0.000104589,0.0004240958,0.00003331942,0.000004021605,0.000009571359,0.004103544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4597847,"threshold_uncertainty_score":0.9989533,"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."}}