{"id":"W2050893928","doi":"10.1080/09537280500088068","title":"Demand and supply network design scope for personalized manufacturing","year":2005,"lang":"en","type":"article","venue":"Production Planning & Control","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Scope (computer science); Variety (cybernetics); Supply network; Key (lock); Supply and demand; Business; Computer science; Process management; Risk analysis (engineering); Marketing; Economics; Computer security","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":[0.0008562669,0.0001735465,0.0001979128,0.0001287367,0.0004323021,0.0002477961,0.00008492678,0.00005079955,0.00004914505],"category_scores_gemma":[0.0001743728,0.0001651573,0.00003448257,0.0001212711,0.00003380873,0.001075864,0.00002511047,0.00008048441,0.00003458311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002691722,"about_ca_system_score_gemma":0.00001753453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000440435,"about_ca_topic_score_gemma":0.000001571261,"domain_scores_codex":[0.9989013,0.00001537601,0.0002291009,0.0003985337,0.0001424902,0.0003132091],"domain_scores_gemma":[0.9995513,0.00004371403,0.000170165,0.000116006,0.0001047087,0.00001412339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004378156,0.0001732977,0.08151132,0.0007334668,0.0004723721,0.000007096137,0.0008796422,0.3697705,0.00607232,0.007368651,0.365698,0.1629352],"study_design_scores_gemma":[0.006862789,0.00003451048,0.03106418,0.0002754776,0.0003708903,0.00002278158,0.0001489987,0.0466385,0.004981215,0.003012673,0.9055986,0.0009893703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3614705,0.01180148,0.5814718,0.0314486,0.004184124,0.006353877,0.000005440231,0.001316688,0.001947536],"genre_scores_gemma":[0.980634,0.0000324198,0.008426383,0.001325202,0.007800427,0.0001476298,0.00004221826,0.00003324281,0.001558505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6191635,"threshold_uncertainty_score":0.6734918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900760844513309,"score_gpt":0.2224127214270611,"score_spread":0.203405112981928,"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."}}