{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1163663,0.001207813,0.001386686,0.003096985,0.00665628,0.01154306,0.003682517,0.004771412,0.009778334],"category_scores_gemma":[0.06428295,0.0005834923,0.001165766,0.004091655,0.002211658,0.004228013,0.01392602,0.005579332,0.00438881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007384914,"about_ca_system_score_gemma":0.05540352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01544971,"about_ca_topic_score_gemma":0.02333256,"domain_scores_codex":[0.9538271,0.02075576,0.00223448,0.001782238,0.01317856,0.008221886],"domain_scores_gemma":[0.8712278,0.01388157,0.005495618,0.006824428,0.06114164,0.04142883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001332454,0.003271003,0.0288661,0.001470768,0.0001939792,0.0006820467,0.04881983,0.002485455,0.00576517,0.008291614,0.5252714,0.3735502],"study_design_scores_gemma":[0.0003939692,0.003853031,0.09926317,0.001807916,0.0001726191,0.0002293063,0.1195169,0.002220919,0.01223307,0.009607555,0.7502261,0.0004753259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3648387,0.005204163,0.06781871,0.3180079,0.02731481,0.01680949,0.01035778,0.004979064,0.1846695],"genre_scores_gemma":[0.6863053,0.002355415,0.05390505,0.01581665,0.003042519,0.01209139,0.01078896,0.001797351,0.2138974],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1163663,"threshold_uncertainty_score":0.615411,"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."}}