{"id":"W4417261999","doi":"10.62477/jkmp.v25i6.584","title":"Assessing the OECD Countries’ Industry 4.0 Maturity from Sustainable Development Goals’ Perspective: An Integrated PCA and DEA Approach","year":2025,"lang":"","type":"article","venue":"Journal of Knowledge Management and Practice","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maturity (psychological); Data envelopment analysis; Sustainable development; Principal component analysis; Capability Maturity Model; Frontier","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004046353,0.0007311507,0.0004258671,0.00627983,0.0004264549,0.002722105,0.0002751967,0.0003091396,0.001229694],"category_scores_gemma":[0.008978714,0.0001617965,0.001037238,0.008601817,0.0004731897,0.001003481,0.001463387,0.0005523699,0.0001987083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521914,"about_ca_system_score_gemma":0.003033455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009258986,"about_ca_topic_score_gemma":0.007537097,"domain_scores_codex":[0.998089,0.0008350179,0.0001614139,0.0001299325,0.0005559725,0.0002285831],"domain_scores_gemma":[0.9955094,0.001758172,0.0007866527,0.0002245281,0.001602511,0.0001188365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001969485,0.000289477,0.5336745,0.0007427407,0.0008618392,0.0007430518,0.00380537,0.07284722,0.002616483,0.07524888,0.007133529,0.3018399],"study_design_scores_gemma":[0.00003783503,0.0005272332,0.7146348,0.0007412753,0.0004230422,0.0003173873,0.02119116,0.1602447,0.006260876,0.04965889,0.04579574,0.0001670068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669093,0.0008793799,0.0774295,0.0006767892,0.0000466737,0.0004113403,0.003037011,0.0001799468,0.05042999],"genre_scores_gemma":[0.955915,0.0005300136,0.0401529,0.00004057774,0.000009616656,0.0002879731,0.002031343,0.00001958725,0.001013036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009258986,"threshold_uncertainty_score":0.02139938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445494238218739,"score_gpt":0.31607145376772,"score_spread":0.2916165113855326,"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."}}