{"id":"W4385619592","doi":"10.5539/hes.v13n3p143","title":"Factor Analysis of Development Identity for Graduates in the Faculty of Forestry, Kasetsart University","year":2023,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kasetsart University","keywords":"Confirmatory factor analysis; Exploratory factor analysis; Psychology; Social psychology; Likert scale; Mathematics; Varimax rotation; Teamwork; Statistics; Structural equation modeling; Descriptive statistics; Management; Cronbach's alpha","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":[0.00439385,0.0004136541,0.0004183255,0.001921868,0.001150874,0.00117948,0.0003047222,0.0002029179,0.002780898],"category_scores_gemma":[0.0105377,0.0001269257,0.0006602993,0.001993427,0.0006332395,0.0005821996,0.0009639757,0.0006211528,0.0003835065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361653,"about_ca_system_score_gemma":0.003947555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006141502,"about_ca_topic_score_gemma":0.009582999,"domain_scores_codex":[0.9985229,0.0004097067,0.0001127921,0.0001324624,0.0006169784,0.0002051581],"domain_scores_gemma":[0.9954337,0.001563553,0.0007199796,0.0002720338,0.001610727,0.0003998973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001970161,0.0003324861,0.7994086,0.0001437782,0.0001044833,0.0002446575,0.02978146,0.0006393405,0.002987043,0.002487112,0.002292512,0.1613815],"study_design_scores_gemma":[0.00001459858,0.0001860852,0.9650568,0.00008972886,0.00002812251,0.0001266011,0.02595498,0.002178105,0.001180822,0.0006889955,0.004463528,0.00003150819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948632,0.0000517254,0.002015294,0.0001805441,0.00002440226,0.0001477233,0.0001749436,0.00002282296,0.002519243],"genre_scores_gemma":[0.9931449,0.00008170849,0.005044969,0.00002549043,0.000007909899,0.0002181788,0.0004036329,0.000007454923,0.001065784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006141502,"threshold_uncertainty_score":0.02323717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754198107573261,"score_gpt":0.4399845575143715,"score_spread":0.2645647467570453,"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."}}