{"id":"W1563601717","doi":"10.1016/s0927-0507(05)12007-6","title":"Submodular Function Minimization","year":2005,"lang":"en","type":"book-chapter","venue":"Handbooks in operations research and management science","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fleischer; Submodular set function; Minification; Function (biology); Computer science; Mathematics; Mathematical optimization; Algorithm; Philosophy; Linguistics; German","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001656354,0.0001927828,0.0001656799,0.001958589,0.001075667,0.001065728,0.001203141,0.00008957137,0.00007668558],"category_scores_gemma":[0.00003021432,0.0001932405,0.00003252769,0.0005829847,0.001014688,0.001283334,0.001209129,0.0004036719,0.0000718566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726814,"about_ca_system_score_gemma":0.0001402487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002007298,"about_ca_topic_score_gemma":0.0003443414,"domain_scores_codex":[0.9970117,0.00003678866,0.0003001569,0.000927929,0.001225717,0.0004977366],"domain_scores_gemma":[0.9987176,0.00004448147,0.00002723422,0.000769629,0.0002887778,0.0001522959],"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":[0.000003786473,0.00002647219,0.000002805336,0.00002254937,0.000006867978,0.00001281402,0.000104342,0.0005137087,0.00002401156,0.9274311,0.0003776733,0.07147388],"study_design_scores_gemma":[0.0008419596,0.0004623305,0.0004714186,0.0006191402,0.00001323902,0.00001627369,0.00007318243,0.3042048,0.0001767141,0.3695442,0.3228089,0.0007678372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008319406,0.0009862653,0.3300653,0.0008693506,0.0003786045,0.001173896,0.000005385867,0.0001013051,0.6663367],"genre_scores_gemma":[0.01669659,0.01020406,0.09499426,0.0004030644,0.0002926257,0.0002484764,0.00003307158,0.00003599648,0.8770918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5578868,"threshold_uncertainty_score":0.9999713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07223204777223924,"score_gpt":0.322284523411189,"score_spread":0.2500524756389497,"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."}}