{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006275549,0.00005363703,0.0001824254,0.0002369622,0.0002099434,0.000009025957,0.0002724281,0.00002648657,0.00003682075],"category_scores_gemma":[0.00009590669,0.00004541036,0.00006223567,0.001131411,0.0001528249,0.0001227732,0.00005243546,0.00002402797,0.000007371726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756564,"about_ca_system_score_gemma":0.0003099446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004448174,"about_ca_topic_score_gemma":0.001804465,"domain_scores_codex":[0.9993184,0.00007859317,0.0001930688,0.000113322,0.000179735,0.0001169453],"domain_scores_gemma":[0.999132,0.0003938927,0.0001441013,0.0001064989,0.000208382,0.00001514589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006395162,0.0001065256,0.8204235,0.00004301259,0.000856226,1.29909e-7,0.1292205,0.00001533511,0.000006476618,0.02529452,0.0233645,0.0006629049],"study_design_scores_gemma":[0.00006719083,0.000002849019,0.8179794,0.000006919308,0.00007270205,3.32645e-9,0.1236245,7.201693e-7,0.00002860894,0.001465577,0.05670722,0.00004429286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963821,0.00008557242,0.000008480552,0.002321998,0.0003964236,0.0001943668,0.00003043963,0.00001403384,0.0005665964],"genre_scores_gemma":[0.9953083,0.0001116977,0.0007422811,0.00004233222,0.00002287331,0.00002777167,0.00005317705,0.000002275121,0.003689243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03334272,"threshold_uncertainty_score":0.1851781,"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."}}