{"id":"W4241216116","doi":"10.4171/owr/2014/51","title":"Combinatorial Optimization","year":2015,"lang":"en","type":"article","venue":"Oberwolfach Reports","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001716021,0.001427583,0.001536453,0.001706659,0.001242566,0.006294613,0.00196262,0.001841041,0.04920344],"category_scores_gemma":[0.006148235,0.0005128283,0.00131471,0.002372127,0.002550969,0.00367002,0.002314002,0.003672558,0.01676147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002480903,"about_ca_system_score_gemma":0.001880405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408227,"about_ca_topic_score_gemma":0.001542618,"domain_scores_codex":[0.9971427,0.0007768172,0.0001277995,0.0005612378,0.001205823,0.0001855815],"domain_scores_gemma":[0.9978151,0.0009482718,0.0001002488,0.0005655109,0.000429933,0.0001408935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002835127,0.00004616106,0.0002640632,0.0003628958,0.00007610207,0.00007002913,0.00005108808,0.01230456,0.0004361262,0.7668814,0.10661,0.1128693],"study_design_scores_gemma":[0.00001300534,0.00002534543,0.000224723,0.0001618611,0.00001701941,0.0001518307,0.00005049513,0.01322064,0.0002691385,0.6910595,0.2947866,0.00001982993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004194381,0.0305654,0.3723063,0.01368977,0.003345532,0.0002933168,0.002329877,0.0009561162,0.5723193],"genre_scores_gemma":[0.2460582,0.0786957,0.3063633,0.007773271,0.007564718,0.001045636,0.007369253,0.001627517,0.3435025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04920344,"threshold_uncertainty_score":0.1646019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034705362049059,"score_gpt":0.229761621849678,"score_spread":0.195056259800619,"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."}}