{"id":"W3119220274","doi":"10.5267/j.msl.2020.12.002","title":"The effect of soft skills, ethics, and value on the willingness of employers to continue recruiting UMT graduates","year":2021,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soft skills; Value (mathematics); Structural equation modeling; Psychology; Business; Marketing; Medical education; Social psychology; Mathematics; Medicine; Statistics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00536596,0.00006970028,0.0001067784,0.00004956543,0.00146595,0.0001141771,0.0004013498,0.00001487325,0.000004514415],"category_scores_gemma":[0.002525405,0.00004135329,0.00003315255,0.000710896,0.001686827,0.0000717509,0.0001483286,0.0001200905,0.000002966914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000036035,"about_ca_system_score_gemma":0.00002246779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002143146,"about_ca_topic_score_gemma":0.00009821804,"domain_scores_codex":[0.9984022,0.000397321,0.0001522943,0.0002151962,0.0005936928,0.0002392485],"domain_scores_gemma":[0.9975421,0.00208204,0.00009117791,0.0001975226,0.00005581426,0.00003132973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002620467,0.00008664138,0.2412064,0.0002092168,0.0001586125,0.00000673549,0.2534847,0.000429368,0.006956526,0.4220842,0.02008932,0.05526206],"study_design_scores_gemma":[0.001077554,0.0005265871,0.3908164,0.00147433,0.0002111811,0.000001150137,0.4117414,0.0002109551,0.07539634,0.007167357,0.1105094,0.0008672652],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8434528,0.00004625392,0.0001001703,0.1512036,0.000426537,0.0002906562,6.098678e-7,0.00001057101,0.004468823],"genre_scores_gemma":[0.9942769,0.00013207,0.0001448063,0.004895887,0.00003685211,0.00002204425,1.52524e-7,0.000003279701,0.000487967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4149169,"threshold_uncertainty_score":0.999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721142773627555,"score_gpt":0.3364459399254774,"score_spread":0.3092345121892018,"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."}}