{"id":"W4200002578","doi":"10.3390/su132413956","title":"Sustainable Manufacturing 4.0—Pathways and Practices","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Universiti Teknologi Malaysia","keywords":"Manufacturing; Sustainable development; Business; Field (mathematics); Advanced manufacturing; Sustainability; Industrial organization; Manufacturing engineering; Engineering; Marketing; Political science","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":[0.0002598434,0.0001316158,0.0001287734,0.00004780321,0.00009882225,0.0001973363,0.00007952663,0.00009702122,0.00008467137],"category_scores_gemma":[0.0006253019,0.0001441821,0.00003428102,0.0001468338,0.00006506724,0.001081973,0.00006545732,0.0002358785,0.000006998556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176321,"about_ca_system_score_gemma":0.0001848095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002126559,"about_ca_topic_score_gemma":0.000005783028,"domain_scores_codex":[0.999063,0.00003141479,0.0002029063,0.0001938864,0.0001347137,0.0003741011],"domain_scores_gemma":[0.9991418,0.0001128085,0.00003881219,0.00028348,0.0003199693,0.000103138],"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":[0.0001446926,0.0008474852,0.08074018,0.04464689,0.0005854681,0.00364405,0.02056482,0.06513697,0.001216777,0.523315,0.01286981,0.2462878],"study_design_scores_gemma":[0.001378293,0.00008650299,0.07275613,0.00006166962,0.00007301302,0.0002963966,0.1408027,0.003272045,0.1581601,0.2151886,0.4064892,0.001435323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930393,0.0003166643,0.0007083461,0.0006139409,0.000108748,0.0002164402,0.000006149809,0.0004160475,0.06722064],"genre_scores_gemma":[0.9981709,0.00002808483,0.0001991755,0.00002641936,0.0000414643,0.00002911402,0.000008208777,0.00001915818,0.001477503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3936194,"threshold_uncertainty_score":0.5879576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466063075234944,"score_gpt":0.2509213640353713,"score_spread":0.2362607332830219,"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."}}