{"id":"W1565123216","doi":"10.1109/ms.2015.97","title":"Lifelong Learning for Lifelong Employment","year":2015,"lang":"en","type":"article","venue":"IEEE Software","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lifelong learning; Knowledge management; Computer science; Business; Engineering management; Process management; Engineering; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008337537,0.00007808093,0.0001208673,0.000052779,0.000710468,0.00007621579,0.0001558346,0.00008283416,0.00003752539],"category_scores_gemma":[0.001119836,0.00007749166,0.0000623341,0.0001623178,0.0000572482,0.0001404708,0.00001613381,0.00008246294,0.0001349006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322516,"about_ca_system_score_gemma":0.000551984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002656986,"about_ca_topic_score_gemma":0.0006754289,"domain_scores_codex":[0.9989815,0.0001283239,0.0001652734,0.0001566657,0.0002731712,0.0002950638],"domain_scores_gemma":[0.9990672,0.0002135916,0.00008783145,0.000115072,0.0002370976,0.0002791329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001869462,0.00007609503,0.3309691,0.00003950412,0.00004110901,0.000001999063,0.3608002,0.0003538241,0.00001546978,0.005757845,0.2806868,0.02123936],"study_design_scores_gemma":[0.0002267005,0.00004071865,0.001210715,0.00002442751,0.000006454658,5.854762e-7,0.01366207,0.000005395015,0.00004247642,0.0005972136,0.9840576,0.0001256582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567443,0.0007254269,0.01505622,0.00962954,0.007444609,0.001099861,0.00001554027,0.0007670204,0.00851745],"genre_scores_gemma":[0.9708007,0.00001601448,0.001810841,0.0007434798,0.004130974,0.0001271173,0.00000827195,0.0000231065,0.02233951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7033708,"threshold_uncertainty_score":0.5464417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062344974619698,"score_gpt":0.3938181253306528,"score_spread":0.287583627868683,"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."}}