{"id":"W4409603259","doi":"10.61091/jcmcc127b-098","title":"Principal component analysis and multi-dimensional quantitative research on sustainable employability of Chinese liberal arts college students","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Liberal arts education; Principal component analysis; Component (thermodynamics); Mathematics education; Political science; Sociology; Psychology; Higher education; Pedagogy; Computer science; Artificial intelligence; Physics; Law","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":[0.002320171,0.0002234999,0.0007219411,0.0007355318,0.0001921377,0.00009050492,0.0002557947,0.0001043723,0.00000444862],"category_scores_gemma":[0.0004307168,0.000193782,0.000122128,0.00115183,0.00009009329,0.00009079534,0.0002115577,0.0004758376,4.676173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001932161,"about_ca_system_score_gemma":0.0001188213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009283353,"about_ca_topic_score_gemma":9.630518e-7,"domain_scores_codex":[0.9977631,0.0001112292,0.0009100767,0.0001765168,0.0007435427,0.0002955421],"domain_scores_gemma":[0.9976586,0.0009430241,0.000232666,0.0001793972,0.0008417051,0.0001446092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001887334,0.002848848,0.0304924,0.001452426,0.001924543,0.00003009967,0.003908033,0.01536946,0.0005498344,0.9426269,0.0004502461,0.0001584592],"study_design_scores_gemma":[0.01806434,0.002301114,0.3172135,0.001925975,0.0008442644,0.00003944321,0.005043538,0.2636695,0.002147512,0.3868963,0.0005428976,0.001311675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938341,0.0002194635,0.002069666,0.00004531108,0.003295279,0.0002809227,0.000002884405,0.00002763535,0.0002247657],"genre_scores_gemma":[0.9930345,0.00001766946,0.006800679,0.000005247379,0.00008672582,0.000004306767,0.000001620019,0.00001664543,0.00003258923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5557307,"threshold_uncertainty_score":0.79022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205100168502952,"score_gpt":0.3441079521294881,"score_spread":0.3220569504444585,"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."}}