{"id":"W7116937028","doi":"10.3390/su18010156","title":"Industry 4.0 Enabled Sustainable Manufacturing","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"United Arab Emirates University","keywords":"Industry 4.0; Sustainability; Nexus (standard); Cloud computing; Enabling; Process (computing); Supply chain; Workforce; Resource efficiency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312309,0.0002124907,0.0002000587,0.0002221919,0.0001367824,0.0001497259,0.0002705508,0.000617272,0.000178266],"category_scores_gemma":[0.0002293745,0.0002298105,0.00007802039,0.0004594621,0.00009497566,0.0007194278,0.00007631778,0.001165074,0.00001711883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169301,"about_ca_system_score_gemma":0.0003075158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003503932,"about_ca_topic_score_gemma":0.000002207735,"domain_scores_codex":[0.9985791,0.00002861513,0.0003574643,0.0002227658,0.0001548666,0.0006571462],"domain_scores_gemma":[0.9990196,0.00008005954,0.00001857606,0.0004807433,0.0002997624,0.0001012737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001241493,0.0004126437,0.04585151,0.0178311,0.0004404527,0.0002342042,0.00181755,0.2430136,0.00008239245,0.5338218,0.07360834,0.08276235],"study_design_scores_gemma":[0.001573795,0.00004613635,0.04470601,0.0001123097,0.0000583117,0.00001023217,0.02579894,0.002458213,0.06025915,0.3583382,0.5055324,0.001106288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5758268,0.00008554286,0.00381268,0.001001682,0.000331841,0.0006515161,0.000005980733,0.001149341,0.4171346],"genre_scores_gemma":[0.980368,0.000003189086,0.00005722527,0.0000878197,0.00003487797,0.0001029045,0.000006740301,0.00002114652,0.0193181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4319241,"threshold_uncertainty_score":0.9371399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004930382158846707,"score_gpt":0.2292998840101262,"score_spread":0.2243695018512795,"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."}}