{"id":"W2296981360","doi":"","title":"International Student Employability, Mobility and Industry Benchmarking Peer Review Workshop and Global Think Tank Summit: Final Report - Outcomes and Actions for Future Collaboration","year":2016,"lang":"en","type":"article","venue":"eCite Digital Repository (University of Tasmania)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summit; Employability; Benchmarking; Political science; Public relations; Work (physics); Engineering; Engineering ethics; Engineering management; Medical education; Business; Psychology; Pedagogy; Medicine; Marketing; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005888249,0.0001073943,0.0002018324,0.00002986068,0.0005100297,0.0001677189,0.0001579439,0.0001614809,0.00003885916],"category_scores_gemma":[0.0005082529,0.0001021933,0.00006237092,0.0001528156,0.0004564154,0.0009953954,0.0001262921,0.00009546724,6.137145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609854,"about_ca_system_score_gemma":0.00016233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720033,"about_ca_topic_score_gemma":0.0009940931,"domain_scores_codex":[0.9987497,0.00007711673,0.0002097243,0.0003736462,0.0004535154,0.000136313],"domain_scores_gemma":[0.9985963,0.000207872,0.0002030578,0.0002006037,0.0006372881,0.0001549283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000284964,0.0001182343,0.9844235,0.00006081233,0.00004654028,0.000005755646,0.001877224,1.949241e-7,0.000005544288,0.001007549,0.003725521,0.008700604],"study_design_scores_gemma":[0.000297912,0.00003463381,0.9125393,0.0001313063,0.00004300083,0.00001034487,0.007951537,9.07226e-7,0.000001813479,0.0006145061,0.07825085,0.0001238682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755436,0.000179819,0.0001273727,0.01959913,0.0005581424,0.0004421168,0.0001262999,0.0000362036,0.003387349],"genre_scores_gemma":[0.9925771,0.00018402,0.0005232905,0.00005666622,0.0001707637,0.000002447085,0.00001982613,0.000003901041,0.006461976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07452533,"threshold_uncertainty_score":0.416732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031101129639321,"score_gpt":0.3478834691008592,"score_spread":0.307572457804466,"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."}}