{"id":"W2602056637","doi":"","title":"Un nouveau modèle pour la conception conjointe d'une famille de produits et de sa chaîne logistique avec standardisation, externalisation et gammes alternatives","year":2011,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Art","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007814926,0.000698423,0.0006750859,0.000225918,0.0002831861,0.0003802678,0.0009954628,0.0005925567,0.0004027476],"category_scores_gemma":[0.001257926,0.0008053563,0.000309422,0.0003062293,0.0006530915,0.0003478376,0.0003199442,0.001255186,0.0000615255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000775154,"about_ca_system_score_gemma":0.0007445962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007129165,"about_ca_topic_score_gemma":0.004227445,"domain_scores_codex":[0.9904823,0.006370404,0.00100157,0.0009474489,0.0005149104,0.0006833638],"domain_scores_gemma":[0.9941367,0.001357553,0.0006782855,0.001481651,0.002012216,0.0003336123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000061529,0.000746545,0.014659,0.0005270369,0.0003671337,0.0000431453,0.09843347,0.01469474,0.01203212,0.8413642,0.0008013259,0.01626975],"study_design_scores_gemma":[0.004365892,0.000008859078,0.275929,0.008089849,0.0005888951,0.0001721537,0.001453966,0.2718706,0.2404949,0.1237303,0.07030969,0.002985984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0651861,0.001528178,0.8552403,0.009410414,0.0003798058,0.0006938414,0.0005150792,0.0004120145,0.06663423],"genre_scores_gemma":[0.8620506,0.004964849,0.1230145,0.0001776963,0.00009396096,0.000141192,0.001193603,0.0001310333,0.008232603],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7968645,"threshold_uncertainty_score":0.9994825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03091238329333536,"score_gpt":0.2378998779781412,"score_spread":0.2069874946848058,"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."}}