{"id":"W2088446831","doi":"10.5539/mas.v5n2p3","title":"Student Opinions on their Development of Non-technical Skills in IT Education","year":2011,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soft skills; Internship; Context (archaeology); Curriculum; Unit (ring theory); Medical education; Skills management; Psychology; Core competency; Pedagogy; Mathematics education; Medicine; Management","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":[0.001587663,0.00007477807,0.0001061678,0.0001450681,0.0003299805,0.00002411051,0.0006212789,0.00004824549,0.000100878],"category_scores_gemma":[0.00005224964,0.00006582834,0.00001897395,0.0006477374,0.0006259598,0.00008836438,0.00006936549,0.00009455843,0.00004909476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003087146,"about_ca_system_score_gemma":0.002305615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002070803,"about_ca_topic_score_gemma":0.00101286,"domain_scores_codex":[0.9986497,0.00003011803,0.0002581991,0.0003127824,0.0004910821,0.0002580989],"domain_scores_gemma":[0.9994124,0.00004533062,0.0000682692,0.0002621578,0.00008076512,0.0001310485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001830743,0.005236008,0.04937465,0.00001292405,0.000003490469,1.109847e-7,0.7595994,0.00001435542,0.03151796,0.06656318,0.0003703487,0.08728921],"study_design_scores_gemma":[0.0001268578,0.00001976767,0.9726778,0.0000298598,0.000001330574,9.019053e-8,0.007374651,0.0000239471,0.007858559,0.008505244,0.003216317,0.0001655833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8497509,0.000002948578,0.00303493,0.0003801216,0.0002960124,0.0004111729,8.672122e-7,0.00002767206,0.1460954],"genre_scores_gemma":[0.9924365,0.000002457263,0.007005586,0.0001992773,0.00002338104,0.0001004514,0.000001223836,0.000003598347,0.000227576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9233031,"threshold_uncertainty_score":0.4090063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05194570308879186,"score_gpt":0.3798255534024177,"score_spread":0.3278798503136259,"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."}}