{"id":"W4413306205","doi":"10.46298/dmtcs.15222","title":"The Price of Upwardness","year":2025,"lang":"en","type":"article","venue":"Discrete Mathematics & Theoretical Computer Science","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsche Forschungsgemeinschaft","keywords":"Mathematics; Combinatorics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001986608,0.0001402569,0.0001849959,0.0001790707,0.0006532493,0.0004563951,0.002545685,0.00003434506,0.000006921294],"category_scores_gemma":[0.0002986618,0.00009007504,0.00008308195,0.002080931,0.001637093,0.0003365416,0.001020848,0.0001170317,0.00001240658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002959114,"about_ca_system_score_gemma":0.0002423987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.187437e-7,"about_ca_topic_score_gemma":2.556077e-7,"domain_scores_codex":[0.9980872,0.00007064446,0.0004280109,0.0003874883,0.0006829076,0.0003437732],"domain_scores_gemma":[0.9976253,0.0009077337,0.0001301477,0.000846501,0.0003989846,0.00009135568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002312086,0.00004150691,0.000005873188,0.00002428582,0.000007832674,6.625411e-7,0.0003442824,0.0004379683,0.0004472869,0.9836866,0.00009159165,0.01490981],"study_design_scores_gemma":[0.00007338392,0.00003171259,0.0001308788,0.00003436265,0.000004173302,0.000004141514,0.00001725664,0.5386994,0.004420554,0.4562158,0.0002971677,0.00007114094],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004864828,0.00007880019,0.9813295,0.001664321,0.0006756267,0.0001921424,9.416977e-7,0.00006716839,0.01112668],"genre_scores_gemma":[0.724263,0.000007589582,0.2754477,0.0001679704,0.00003105425,0.000009216711,5.140371e-7,0.000003068436,0.00006988068],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7193982,"threshold_uncertainty_score":0.6031938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009311488017264506,"score_gpt":0.2696363289331886,"score_spread":0.2603248409159241,"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."}}