{"id":"W3148219456","doi":"10.5539/hes.v11n2p139","title":"Development of Smart Human Resource Planning System within Rajabhat University","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Likert scale; Usability; Nonprobability sampling; Test (biology); Computer science; Human resources; Knowledge management; Engineering management; Engineering; Psychology; Management; Sociology; Operating system; Population","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":[0.000374207,0.0001145645,0.0002003939,0.0001360747,0.0003717658,0.00001113251,0.00009489979,0.00005665481,0.0005288772],"category_scores_gemma":[0.000004543192,0.0001177946,0.00003156236,0.0002537594,0.00005262595,0.00005539688,0.00006091721,0.00008412875,0.0001276661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982372,"about_ca_system_score_gemma":0.000228935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004626335,"about_ca_topic_score_gemma":0.00001070349,"domain_scores_codex":[0.9989772,0.0001307245,0.0003141783,0.0002300871,0.0002052566,0.0001425536],"domain_scores_gemma":[0.9992025,0.00004806198,0.0002047077,0.0001955704,0.0003118832,0.00003725032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002135832,0.0007274336,0.2413483,0.0009464134,0.001852303,0.00003056087,0.4994501,0.00008133207,0.002104236,0.1305607,0.1170446,0.005640498],"study_design_scores_gemma":[0.0003575436,0.00001493653,0.3576343,0.0002457333,0.00004357512,0.000003918613,0.2062426,9.082952e-7,0.0008549763,0.00001488102,0.4344276,0.0001590596],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495058,0.001571978,0.0000139065,0.0001063885,0.001218025,0.00008983356,9.707032e-7,0.00005533077,0.04743774],"genre_scores_gemma":[0.9178299,0.000002578709,0.001542295,0.00006800043,0.0001249406,0.00001462334,0.00004636656,0.00001063858,0.08036071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.317383,"threshold_uncertainty_score":0.5790834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1411368690920099,"score_gpt":0.3963169736332399,"score_spread":0.2551801045412301,"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."}}