{"id":"W4408842169","doi":"10.58837/chula.the.2010.2347","title":"Attitude toward usage of Patani Malay language in three Southern border provinces","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malay; Geography; Linguistics; Psychology; Philosophy","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":[0.0005119306,0.00009959545,0.0001098012,0.0003391643,0.001942858,0.0009806075,0.0002153759,0.000263555,0.002066582],"category_scores_gemma":[0.001609586,0.0001307139,0.0001226445,0.0005444924,0.0008782499,0.0003747222,0.0004690123,0.0004999552,0.0001480954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683737,"about_ca_system_score_gemma":0.001986541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1064554,"about_ca_topic_score_gemma":0.1350236,"domain_scores_codex":[0.9996476,0.0001012989,0.00001874699,0.00003287302,0.00007095771,0.0001286305],"domain_scores_gemma":[0.9988012,0.0002434369,0.0003773237,0.00003197808,0.0001675477,0.0003785437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001829679,0.0002035365,0.8913395,0.00007144887,0.00002037075,0.001593043,0.09190286,0.0001491967,0.002941152,0.0006318388,0.0004732574,0.01049074],"study_design_scores_gemma":[0.000007284887,0.0002163943,0.7510508,0.00003848501,0.00001226538,0.0005332654,0.2447774,0.0002687785,0.0004939064,0.00008313253,0.002498906,0.00001930076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993457,0.00001254615,0.000007911262,0.00006307881,9.276972e-7,0.000002063302,0.000005886478,3.452944e-7,0.0005614107],"genre_scores_gemma":[0.9994563,0.00004901337,0.00001701294,0.00002870158,8.429871e-7,0.000002635228,0.000008459601,4.127214e-7,0.0004365786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1064554,"threshold_uncertainty_score":0.2116716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921526304834307,"score_gpt":0.362041639334497,"score_spread":0.3428263762861539,"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."}}