{"id":"W2615549180","doi":"","title":"Modular Design of Physical Internet Transport, Handling and Packaging Containers","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Modular design; The Internet; Business; Computer science; Engineering; World Wide Web; Operating system","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":[0.001199442,0.00022213,0.0003184802,0.0001033337,0.0000422586,0.00005372665,0.0002864187,0.0001294309,0.000004863314],"category_scores_gemma":[0.0002731247,0.0002424987,0.00006350574,0.00007649032,0.0001211036,0.00007135125,0.0001597383,0.0003487197,0.000001216141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006270326,"about_ca_system_score_gemma":0.00004573432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001557619,"about_ca_topic_score_gemma":0.00004605268,"domain_scores_codex":[0.9985847,0.0004946348,0.0002760328,0.0003043782,0.0001657986,0.0001744679],"domain_scores_gemma":[0.9982855,0.0003961356,0.000142701,0.000564153,0.000512446,0.00009911488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008073913,0.00006158497,0.000129228,0.0002598034,0.00006218817,0.000002549035,0.007288002,0.9783559,0.001791521,0.005018579,0.00004868719,0.006973821],"study_design_scores_gemma":[0.0003165106,4.273208e-7,0.0001809237,0.0008217638,0.00004824127,0.000001979046,0.00006581357,0.9438983,0.04896186,0.005217229,0.0002281715,0.0002588193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05359026,0.00064208,0.9426499,0.0001146442,0.00008370951,0.0002060361,0.00002439621,0.0002153417,0.00247363],"genre_scores_gemma":[0.915017,0.0002524785,0.08416941,0.000004691541,0.00001358425,0.00001742487,0.0001783861,0.00004032609,0.000306715],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8614267,"threshold_uncertainty_score":0.9888809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594944228411386,"score_gpt":0.2129939503751402,"score_spread":0.1970445080910263,"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."}}