{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004315116,0.0006325591,0.0004835498,0.0006834255,0.00481262,0.00846081,0.001401315,0.009397898,0.05352169],"category_scores_gemma":[0.008769155,0.0002076297,0.00043703,0.000649118,0.008327485,0.01309926,0.008728328,0.009472827,0.01915923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003759807,"about_ca_system_score_gemma":0.009380264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638055,"about_ca_topic_score_gemma":0.00591369,"domain_scores_codex":[0.9955336,0.001596276,0.0001898094,0.0004999711,0.001243167,0.0009372577],"domain_scores_gemma":[0.9922394,0.0016716,0.0005074896,0.000829373,0.001082198,0.003670037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003086737,0.0001368422,0.0004593366,0.0002833217,0.000008788411,0.0000911777,0.001982916,0.0001083471,0.0003057317,0.6627256,0.2316351,0.1022319],"study_design_scores_gemma":[0.00001205225,0.00006230843,0.0008675255,0.0007293508,0.000003109455,0.0001276787,0.0009999856,0.0001007425,0.0001704267,0.09568313,0.9012215,0.0000222999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004688777,0.02553341,0.01062709,0.4776799,0.009941141,0.0001726263,0.0002490248,0.0003882502,0.4707198],"genre_scores_gemma":[0.2216084,0.02900177,0.02285,0.1956226,0.00783173,0.0007781733,0.0004422833,0.0004308807,0.5214342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05352169,"threshold_uncertainty_score":0.1790479,"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."}}