{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004604844,0.0001175815,0.0001229862,0.0001325703,0.00009874239,0.0002385986,0.00006550784,0.00008633018,0.0001804813],"category_scores_gemma":[0.0002259874,0.0001119257,0.00002987751,0.0006004076,0.00002735346,0.001495003,0.00005529789,0.00008424157,0.0001116077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003007801,"about_ca_system_score_gemma":0.00005039993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715,"about_ca_topic_score_gemma":0.000004142939,"domain_scores_codex":[0.998992,0.00000432738,0.0003358136,0.0002172675,0.0002830713,0.0001675782],"domain_scores_gemma":[0.9989069,0.000004235754,0.0003169026,0.0002243695,0.0005346501,0.00001290283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001300683,0.0005029145,0.1273615,0.0001605486,0.0000527078,0.0006277254,0.00007079905,0.07950365,0.0002628476,0.6790512,0.1054954,0.0067806],"study_design_scores_gemma":[0.001798767,0.00003172483,0.01665223,0.00005892105,0.00009771433,0.0001708349,0.000182419,0.04337627,0.000287546,0.1134678,0.8229347,0.0009410867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1773703,0.00007375548,0.01434739,0.001796813,0.01049433,0.0004184917,5.190839e-7,0.0006001817,0.7948983],"genre_scores_gemma":[0.9967221,7.386578e-7,0.0006001731,0.0005416934,0.001620558,0.00001348308,0.0001364883,0.00002009708,0.0003446497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8193519,"threshold_uncertainty_score":0.4564199,"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."}}