{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006942979,0.0001629487,0.0001038166,0.0007776828,0.0006194441,0.001680339,0.0002096937,0.0001873639,0.001026609],"category_scores_gemma":[0.003071314,0.0001498321,0.0001221528,0.0006615912,0.0003557651,0.000747673,0.0006908989,0.0003873346,0.0001809199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008864572,"about_ca_system_score_gemma":0.001883317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009257,"about_ca_topic_score_gemma":0.01860948,"domain_scores_codex":[0.9995758,0.0001053676,0.00005040361,0.00004627157,0.0001115246,0.0001105982],"domain_scores_gemma":[0.9973907,0.0003955571,0.0009191183,0.00008860127,0.0005787935,0.0006272913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006699455,0.0001316522,0.931945,0.00006985191,0.00001008853,0.0009010439,0.02574787,0.0001611903,0.001178229,0.0002039989,0.0002155645,0.03936864],"study_design_scores_gemma":[0.000003023361,0.0001128951,0.9696256,0.00004553028,0.000006371315,0.0004754616,0.02725393,0.000160543,0.0004911334,0.00009942992,0.001718006,0.000008192524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987703,0.00008739545,0.0000543528,0.00002747718,0.000001196634,0.000004061191,0.00003110109,0.00000197655,0.001022042],"genre_scores_gemma":[0.9991964,0.0000993767,0.00008010518,0.000005694701,9.559077e-7,0.000004254506,0.0000440875,8.936421e-7,0.0005682413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009257,"threshold_uncertainty_score":0.02006769,"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."}}