{"id":"W2008790560","doi":"10.1016/j.dam.2010.06.007","title":"Sorting with networks of data structures","year":2010,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Advanced Combinatorial Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; University of Waterloo","funders":"University of Waterloo","keywords":"Mathematics; Sorting; Combinatorics; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006335049,0.0004182871,0.0007898398,0.00008814431,0.0001297725,0.0000541569,0.001427354,0.0002099282,0.00008843336],"category_scores_gemma":[0.0005508839,0.0003116681,0.00006656599,0.0003363109,0.0002735454,0.0002380617,0.0006012689,0.0006274346,0.000006899842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000152945,"about_ca_system_score_gemma":0.00006320418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002209632,"about_ca_topic_score_gemma":0.00002231532,"domain_scores_codex":[0.9974349,0.00001398268,0.0009576627,0.0004796651,0.000629643,0.000484173],"domain_scores_gemma":[0.9948125,0.001068456,0.001017206,0.002827256,0.0001355786,0.0001389593],"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":[0.00002491294,0.0001473815,0.00002250596,0.0005530373,0.00009429632,0.000003545455,0.0006753033,0.00007017577,0.007908999,0.9891957,0.000165729,0.00113841],"study_design_scores_gemma":[0.0006923365,0.00004625744,0.00001481542,0.00009082459,0.0001979285,0.00002898123,0.0007763251,0.009157361,0.00560993,0.9828289,0.0001343227,0.0004220617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2094372,0.00002301798,0.7617037,0.00004399703,0.000348802,0.001271381,0.0000504727,0.0003860877,0.02673543],"genre_scores_gemma":[0.4912466,0.000002699622,0.5084387,0.00001115641,0.0001284912,0.00002504708,0.00002570954,0.00009064743,0.00003094441],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2818094,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065875194645551,"score_gpt":0.3217033270431778,"score_spread":0.2810445750967223,"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."}}