{"id":"W6976512395","doi":"10.60692/k2xp2-2rt35","title":"The role of intelligent manufacturing systems in the implementation of Industry 4.0 by small and medium enterprises in developing countries","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Developing country; Industry 4.0; Production (economics); Apprehension; Manufacturing; Small and medium-sized enterprises; Advanced manufacturing","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":[0.003689576,0.0001701175,0.0001822936,0.002565207,0.0006956812,0.002877313,0.0002990416,0.0004103692,0.00105416],"category_scores_gemma":[0.006658285,0.0001319745,0.000240045,0.003882945,0.001617095,0.001907129,0.001379697,0.0005818307,0.00008574173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002565755,"about_ca_system_score_gemma":0.005342782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009727994,"about_ca_topic_score_gemma":0.008831225,"domain_scores_codex":[0.9975958,0.00129905,0.0002884377,0.0001133079,0.0004501851,0.0002531657],"domain_scores_gemma":[0.9922467,0.00449416,0.001756807,0.0001900659,0.00109797,0.0002143598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001392076,0.0001373182,0.2296732,0.01154717,0.0002559403,0.003007022,0.05616088,0.002996849,0.003112695,0.1121885,0.004567832,0.5762133],"study_design_scores_gemma":[0.00002048234,0.0004210126,0.4227804,0.03354124,0.0004644523,0.001849623,0.1787667,0.001999116,0.006548931,0.0126529,0.3408446,0.0001105952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.688115,0.2034637,0.004033843,0.01473394,0.0001702266,0.0001395103,0.0003351936,0.00004187506,0.0889667],"genre_scores_gemma":[0.9521698,0.0457882,0.001116592,0.0004370469,0.00001442157,0.00001926838,0.00005026892,0.000002891406,0.0004015824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009727994,"threshold_uncertainty_score":0.01951253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806044325110018,"score_gpt":0.2089916361455706,"score_spread":0.1909311928944705,"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."}}