{"id":"W2594689961","doi":"10.5539/res.v9n2p35","title":"The Social Characteristics of Postgraduate Students in Ecuador: A Multidimensional Statistical Analysis","year":2017,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the Aegean","keywords":"Descriptive statistics; Factorial analysis; Underemployment; Statistical analysis; Hierarchical clustering; Cluster analysis; Unemployment; Multidimensional analysis; Psychology; Statistics; Econometrics; Mathematics; Economics; Economic growth","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":[0.001849233,0.0001073261,0.0007980106,0.00009897129,0.000290129,0.00002499902,0.0003369266,0.0000127339,0.00002275836],"category_scores_gemma":[0.000870909,0.00008699668,0.00012552,0.00018509,0.0002619278,0.00009496433,0.000231647,0.00006774086,0.00005267706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002442208,"about_ca_system_score_gemma":0.000008330853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004095342,"about_ca_topic_score_gemma":0.00002024651,"domain_scores_codex":[0.9984514,0.00005094542,0.001119341,0.0001879836,0.00005552908,0.0001347879],"domain_scores_gemma":[0.9980705,0.0000966229,0.001297547,0.0003311826,0.0001903285,0.00001385037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001165591,0.0001011254,0.9791865,0.001180884,0.0009071224,0.00000572042,0.0002322789,4.186687e-7,0.000001069797,0.01116866,0.000922469,0.006282131],"study_design_scores_gemma":[0.0001943105,0.00001210532,0.9946544,0.000352699,0.00007988585,2.428025e-7,0.00004468733,0.00001276834,0.0000012273,0.0002074473,0.004354322,0.00008587689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413858,0.05272235,0.00007706234,0.0007029675,0.0002642048,0.0002447482,0.000335173,0.000005668739,0.004262028],"genre_scores_gemma":[0.9067183,0.09278189,0.0001827755,0.0001248581,0.0000560215,0.000004884438,0.00001791319,0.000009342943,0.0001039983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04005954,"threshold_uncertainty_score":0.3547622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005209520806915,"score_gpt":0.3390079291148151,"score_spread":0.2589558339067459,"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."}}