{"id":"W3098678458","doi":"10.1080/0951192x.2020.1836677","title":"Prepared for work in Industry 4.0? Modelling the target activity system and five dimensions of worker readiness","year":2020,"lang":"en","type":"article","venue":"International Journal of Computer Integrated Manufacturing","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Ontario Centres of Excellence","keywords":"Competence (human resources); Mainstream; Knowledge management; Industry 4.0; Human resources; Construct (python library); Engineering; Engineering management; Business; Computer science; Process management; Management; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001570971,0.0001368421,0.000227429,0.0001420631,0.00002055347,0.0000821281,0.0003150928,0.0001287352,0.000004119009],"category_scores_gemma":[0.00001454071,0.00009307627,0.00007633393,0.000106242,0.00003005849,0.0004220523,0.00003813765,0.0005845118,5.711217e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037183,"about_ca_system_score_gemma":0.00002971043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009035848,"about_ca_topic_score_gemma":6.229268e-7,"domain_scores_codex":[0.9990278,0.00002460632,0.0005042403,0.00009036345,0.0002328966,0.00012004],"domain_scores_gemma":[0.9992903,0.0002064624,0.0001750068,0.00006635003,0.0001938599,0.0000680366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000172699,0.00001416657,0.0002457759,0.00005231325,0.0001686474,0.00001114257,0.001035668,0.9933861,0.00005969962,0.00006060319,0.0004475705,0.004345565],"study_design_scores_gemma":[0.0008709924,0.00005371074,0.0008148702,0.001427452,0.00002102712,0.00006741608,0.0008283851,0.9651377,0.02872903,0.0001575163,0.001725128,0.0001667625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6622549,0.00004271737,0.3364167,0.0002620026,0.0006468343,0.0001305528,0.00002262817,0.00003219936,0.0001913805],"genre_scores_gemma":[0.9928269,0.00001175683,0.00688814,0.00003508287,0.0002039086,0.000006073711,0.000004026808,0.00001710172,0.000007053405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3305719,"threshold_uncertainty_score":0.379554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211138694345415,"score_gpt":0.2298071890173815,"score_spread":0.2076958020739274,"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."}}