{"id":"W6907928372","doi":"10.24406/publica-fhg-372486","title":"Resource efficiency in car manufacturing","year":2022,"lang":"en","type":"article","venue":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automotive industry; Agency (philosophy); Component (thermodynamics); Quality (philosophy); Resource (disambiguation); Resource efficiency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002299475,0.0005572662,0.0005895178,0.001913309,0.0007561136,0.003405659,0.0007901088,0.0009919226,0.007996311],"category_scores_gemma":[0.005217932,0.0003135898,0.0006132024,0.002628371,0.002288082,0.002987287,0.001493254,0.001002539,0.001061431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003689276,"about_ca_system_score_gemma":0.00166049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005760476,"about_ca_topic_score_gemma":0.004776437,"domain_scores_codex":[0.9971846,0.001237037,0.0001076411,0.0003185544,0.0008013805,0.0003507626],"domain_scores_gemma":[0.9976532,0.001644623,0.0001801601,0.0001243638,0.0002940246,0.0001036542],"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":[0.0001109431,0.0001669533,0.002919682,0.0003581175,0.00006327814,0.0001471502,0.000406045,0.09548394,0.001000775,0.7549305,0.007086563,0.1373261],"study_design_scores_gemma":[0.00004324931,0.0002946725,0.007061515,0.0003947688,0.00005453014,0.0002411015,0.001679308,0.1851117,0.00270944,0.7126535,0.0896859,0.00007035645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1561105,0.07721644,0.3277088,0.01517461,0.0008254357,0.0002928267,0.0003357336,0.000231409,0.4221043],"genre_scores_gemma":[0.9343301,0.01068568,0.02654849,0.0003105639,0.0002338217,0.0001171911,0.00008478612,0.00006533146,0.0276241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007996311,"threshold_uncertainty_score":0.02676767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06033859220811452,"score_gpt":0.3410512224445001,"score_spread":0.2807126302363856,"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."}}