{"id":"W2920726887","doi":"","title":"From Employability to Employment: A Professional Skills Development Course in a Three-Year Bachelor Program.","year":2018,"lang":"en","type":"article","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Engineering, Michigan State University; Tshwane University of Technology; University of Waterloo; University of Surrey; Curtin University of Technology; Griffith University; University of Cincinnati; Deakin University; University of South Africa; University of Wollongong; Michigan State University; Flinders University; University of New England; Massey University; Auckland University of Technology, New Zealand; Southern Cross University; Queensland University of Technology; University of Waikato; University of New South Wales","keywords":"Employability; Bachelor; Graduation (instrument); Medical education; Work (physics); Psychology; Criminal justice; Career development; Higher education; Professional development; Pedagogy; Political science; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00353983,0.0003915933,0.0005222774,0.0006328497,0.001389128,0.0001858261,0.001415611,0.0004668056,0.002486477],"category_scores_gemma":[0.0006446608,0.0003898893,0.0001346117,0.002798354,0.001633062,0.0004036522,0.0005876836,0.001216969,0.001115603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476609,"about_ca_system_score_gemma":0.003338275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0484708,"about_ca_topic_score_gemma":0.4064292,"domain_scores_codex":[0.9924135,0.001684852,0.0005878808,0.00129266,0.002206443,0.001814697],"domain_scores_gemma":[0.9957313,0.0005533273,0.000132651,0.0008083322,0.001482686,0.001291687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005381128,0.005317655,0.9385265,0.00003170691,0.00007815773,0.00004926465,0.02661718,0.000003917204,0.00003434326,0.0009931789,0.01868234,0.009127688],"study_design_scores_gemma":[0.00119467,0.0003073307,0.7856663,0.0001603923,0.00001564681,5.560399e-7,0.006046799,0.000002588895,0.00004910872,0.0007978553,0.205352,0.0004067147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812142,0.00001124653,0.00003754251,0.01389214,0.0006983991,0.00258452,0.000292788,0.0002536899,0.001015521],"genre_scores_gemma":[0.95992,0.00001669613,0.01490855,0.0001331049,0.001237206,0.00005663765,0.0002413206,0.00004048745,0.02344596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3579584,"threshold_uncertainty_score":0.999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1446456511993546,"score_gpt":0.4718756049379438,"score_spread":0.3272299537385892,"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."}}