{"id":"W4403765913","doi":"10.24908/pceea.2023.17111","title":"Design and Implementation of an Industry 4.0 Micro-Credential Program","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada); University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Credential; Computer science; Business; Software engineering; Engineering management; Computer security; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004345436,0.000269585,0.0001809547,0.0007663052,0.001439658,0.002212223,0.002035884,0.0008033159,0.01487211],"category_scores_gemma":[0.005654029,0.0003430025,0.0002621328,0.000435964,0.0008678247,0.001041806,0.002291243,0.001266678,0.002355921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003136016,"about_ca_system_score_gemma":0.01323985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006236381,"about_ca_topic_score_gemma":0.01015894,"domain_scores_codex":[0.9975156,0.0009402578,0.0001043154,0.000333804,0.0004616429,0.0006445245],"domain_scores_gemma":[0.9943671,0.001077054,0.0003265186,0.0004925194,0.001149207,0.002587579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003422082,0.04040399,0.03411012,0.001307202,0.0000768955,0.0008629542,0.008986733,0.0116312,0.03325361,0.03036528,0.01943378,0.8161461],"study_design_scores_gemma":[0.00738124,0.07221322,0.1483102,0.0009337527,0.0004017951,0.0005612498,0.03588845,0.08402569,0.05482825,0.01902915,0.5760362,0.0003908146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7490217,0.0001719464,0.09773389,0.002911461,0.0003635114,0.05427359,0.001214167,0.003479098,0.09083064],"genre_scores_gemma":[0.6506869,0.0001756281,0.2787444,0.001298352,0.00003762139,0.03103109,0.0009433608,0.0003170751,0.03676559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01487211,"threshold_uncertainty_score":0.04975212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007559612643396375,"score_gpt":0.2428611309575429,"score_spread":0.2353015183141465,"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."}}