{"id":"W2150132365","doi":"10.1016/j.sbspro.2011.08.006","title":"Decomposition Methods for Network Design","year":2011,"lang":"en","type":"article","venue":"Procedia - Social and Behavioral Sciences","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Decomposition; Computer science; Biology; Ecology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00126226,0.00006468104,0.00008809844,0.00003162698,0.001905336,0.00007742606,0.0001078595,0.00007794158,0.00004278486],"category_scores_gemma":[0.00002563059,0.00005803488,0.0000332712,0.0003000765,0.000426534,0.0003007419,0.00000530755,0.00003858437,0.000001135434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001325502,"about_ca_system_score_gemma":0.0001021234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005171223,"about_ca_topic_score_gemma":0.000225131,"domain_scores_codex":[0.999211,0.0001065231,0.0001214719,0.0001797769,0.0001315118,0.0002497761],"domain_scores_gemma":[0.9996836,0.00008132352,0.00007172142,0.00001625661,0.000079038,0.00006809114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002039517,0.0003980952,0.138056,0.00003797657,0.00001696863,0.000001865067,0.2689131,0.0003291999,0.0005473497,0.1714564,0.003286977,0.4167521],"study_design_scores_gemma":[0.002853076,0.003329573,0.4244277,0.0001650702,0.0009356003,0.000006639442,0.06871121,0.006598861,0.004066366,0.4288802,0.05694465,0.003081122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1358417,0.0003391693,0.8550695,0.0009275292,0.0007164021,0.001016752,0.000010708,0.0002916562,0.005786579],"genre_scores_gemma":[0.5140458,0.00003205765,0.4854317,0.00006761293,0.0002355991,0.00006205562,0.000005941984,0.000003903825,0.0001152457],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.413671,"threshold_uncertainty_score":0.9993941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2725303939834656,"score_gpt":0.4807360441893677,"score_spread":0.2082056502059021,"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."}}