{"id":"W4409878001","doi":"10.5539/hes.v15n2p415","title":"Development of a Model for Enhancing Action Research (PAOR) Competency of Lead Research Teachers for the Deaf in Thailand through a Mentoring System","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action research; Psychology; Professional development; Faculty development; Action (physics); Mathematics education; Medical education; Lead (geology); 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":[0.004986559,0.00009407038,0.0002216712,0.0003958544,0.0004633428,0.00001447248,0.00017362,0.00006436236,0.00001322781],"category_scores_gemma":[0.0000763569,0.00007242728,0.00003711407,0.0005126207,0.0001089351,0.00008954474,0.00005942209,0.0001651492,0.000004795786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004951897,"about_ca_system_score_gemma":0.000672742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005490063,"about_ca_topic_score_gemma":0.0004945463,"domain_scores_codex":[0.9983572,0.0001959844,0.0005305118,0.0002378909,0.0003739682,0.0003044961],"domain_scores_gemma":[0.9975497,0.001068209,0.0001298268,0.0002072607,0.001033532,0.00001146266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007100972,0.0006322601,0.02393488,0.003325744,0.0008918473,6.679142e-8,0.7959574,0.000422178,0.006273026,0.1205654,0.02233675,0.02495039],"study_design_scores_gemma":[0.002324356,0.0001395869,0.1189721,0.00202783,0.00008227721,3.503647e-7,0.7947198,0.002864826,0.008562812,0.003383736,0.06665774,0.0002646662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832378,0.004118127,0.004215252,0.0006404759,0.001170687,0.001696099,0.000002423716,0.00001507939,0.004904056],"genre_scores_gemma":[0.9671371,0.00006242483,0.005448299,0.00001354184,0.00009874934,0.003407451,0.000009604142,0.00001056518,0.02381226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171816,"threshold_uncertainty_score":0.3563705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5528170577735929,"score_gpt":0.5827808033867248,"score_spread":0.02996374561313186,"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."}}