{"id":"W2951629137","doi":"10.48550/arxiv.1010.6293","title":"Optimized Monotonic Convex Pair Potentials Stabilize Low-Coordinated Crystals","year":2010,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Energy","keywords":"Maxima and minima; Monotonic function; Isotropy; Euclidean space; Regular polygon; Inverse; Honeycomb; Range (aeronautics); Yield (engineering); Mathematics; Statistical physics; Materials science; Physics; Combinatorics; Mathematical analysis; Geometry; Quantum mechanics; Thermodynamics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008348391,0.0005985443,0.0009622649,0.0002062681,0.0002766484,0.0003898338,0.001393067,0.0008095389,0.006707452],"category_scores_gemma":[0.0001074432,0.0005898029,0.00033496,0.000215421,0.0004168715,0.0002883151,0.001780176,0.0006755218,0.0004044958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720624,"about_ca_system_score_gemma":0.000332744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069504,"about_ca_topic_score_gemma":0.00006537631,"domain_scores_codex":[0.9968401,0.0004053892,0.0005342052,0.001394313,0.0001491602,0.0006768607],"domain_scores_gemma":[0.9973238,0.00009997695,0.0005547686,0.001382431,0.0003675704,0.0002714506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001179471,0.0002868063,0.0001967907,0.0007580244,0.0001555768,0.0003841894,0.0003077309,0.1867621,0.7974589,0.01194551,0.0004649216,0.00009990448],"study_design_scores_gemma":[0.005415416,0.000323454,0.0005078732,0.0007192994,0.0007498759,0.00002228233,0.0004764423,0.6581951,0.2722345,0.05368669,0.003638333,0.004030733],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842916,0.00007183003,0.009700704,0.000108609,0.002739143,0.0008811171,0.0003798149,0.0004194699,0.001407727],"genre_scores_gemma":[0.9952046,0.0001957249,0.0009008226,0.00007514642,0.0001221774,0.000006982862,0.00009330959,0.00006965974,0.003331631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5252245,"threshold_uncertainty_score":0.9996554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03904635781178799,"score_gpt":0.175477382255273,"score_spread":0.136431024443485,"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."}}