{"id":"W2283927748","doi":"10.5539/ass.v12n3p93","title":"Critiques on Thai Educational Research Methodology","year":2016,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council of Thailand","keywords":"Educational research; Research methodology; Research method; Strengths and weaknesses; Research design; Psychology; Sociology; Medical education; Mathematics education; Social science; Medicine","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.006972231,0.00006281534,0.00008836399,0.0002070433,0.002677428,0.0001130744,0.0006776588,0.00007872978,0.00237608],"category_scores_gemma":[0.002318351,0.00004721011,0.00003894744,0.0009636112,0.00377994,0.0004338574,0.0000605834,0.0001369607,0.0004076018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315588,"about_ca_system_score_gemma":0.003160986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009818574,"about_ca_topic_score_gemma":0.0009270703,"domain_scores_codex":[0.9967542,0.001063944,0.0001215624,0.0003333935,0.001142666,0.000584222],"domain_scores_gemma":[0.9969213,0.002300346,0.00004338164,0.0001117354,0.0004571314,0.0001661088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004000594,0.00004748646,0.002558951,6.683197e-7,0.000001418199,1.992228e-7,0.01550475,1.423324e-9,0.001170022,0.8847222,0.00819518,0.08779516],"study_design_scores_gemma":[0.00009580611,0.00006509995,0.2185979,0.00001599434,0.000002148583,5.289929e-7,0.02950801,5.853439e-8,0.0004529325,0.488595,0.2625178,0.0001486489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01892949,0.0000119322,0.00007837101,0.2035415,0.0006173354,0.0001014142,0.000003695033,0.0000207875,0.7766954],"genre_scores_gemma":[0.9787093,0.00002653202,0.001075018,0.0005662543,0.002106617,0.00003702868,9.29798e-7,0.000004811031,0.01747354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9597798,"threshold_uncertainty_score":0.9989312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4814178710927721,"score_gpt":0.6278971190132795,"score_spread":0.1464792479205074,"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."}}