{"id":"W3213505230","doi":"10.5539/hes.v11n4p116","title":"Development of Executive Functions and Support Systems for Student Teachers in Thailand","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medical education; Faculty development; Mathematics education; Student teacher; Teacher education; Longitudinal study; Professional development; Pedagogy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001824417,0.00008932629,0.0001863366,0.00006287324,0.00007336432,0.00001080548,0.0000442367,0.00004240319,0.0002217104],"category_scores_gemma":[0.000008539902,0.00007435118,0.00002236391,0.0001451083,0.00004710781,0.00003256251,0.00002555095,0.00005336952,0.00001740479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006200472,"about_ca_system_score_gemma":0.0001632612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001063009,"about_ca_topic_score_gemma":0.00001231039,"domain_scores_codex":[0.9992191,0.00005966697,0.0002962909,0.0002114929,0.0000918436,0.000121665],"domain_scores_gemma":[0.9993532,0.0001644798,0.000093594,0.0001056759,0.0002477663,0.00003533211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005147362,0.003911835,0.6906173,0.0001406005,0.0009479451,0.000001609618,0.1141801,0.000002855814,0.0002003481,0.04657862,0.1388239,0.004543442],"study_design_scores_gemma":[0.0002812535,0.00002739384,0.6611872,0.00002636928,0.00001814525,0.000002293477,0.1431006,1.927599e-8,0.000009121327,0.0001797425,0.1951033,0.00006456353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639318,0.009307229,0.00002878577,0.0009540807,0.004447497,0.000271326,0.00001201677,0.00001068814,0.0210366],"genre_scores_gemma":[0.8803245,0.00008461474,0.0007598921,0.0001728928,0.0001169737,0.0009939697,0.0000477149,0.000006437358,0.117493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09645641,"threshold_uncertainty_score":0.3031953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375739660486376,"score_gpt":0.4669677388040401,"score_spread":0.3293937727554025,"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."}}