{"id":"W4414361090","doi":"10.18280/mmep.120806","title":"Impact of Equilibration Steps on Quantum Monte Carlo for the Spin-1/2 Heisenberg Model","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Heisenberg model; Monte Carlo method; Quantum Monte Carlo; Quantum; Dynamic Monte Carlo method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005197269,0.0006815656,0.002223695,0.0009996336,0.002865811,0.0024457,0.002415203,0.00215331,0.008938069],"category_scores_gemma":[0.02916221,0.0006807418,0.0008246039,0.0007765944,0.002677057,0.004908819,0.001939776,0.003174182,0.0004049781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226966,"about_ca_system_score_gemma":0.003594748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01388595,"about_ca_topic_score_gemma":0.01130526,"domain_scores_codex":[0.9985647,0.0007037644,0.00004521404,0.0001387818,0.0002251433,0.0003224891],"domain_scores_gemma":[0.9760676,0.01895697,0.0006940328,0.001758924,0.001236176,0.001286241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00133036,0.0005219072,0.002890958,0.0001657616,0.0000918455,0.0002643227,0.0002187917,0.5607565,0.002516634,0.4235126,0.00219235,0.00553805],"study_design_scores_gemma":[0.00007568617,0.0000659499,0.0003910927,0.00002085733,0.00002687855,0.00001665872,0.00004952201,0.9300907,0.0009982536,0.06798003,0.000248473,0.00003589014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89197,0.001346947,0.06851325,0.003753573,0.0005505293,0.0001147687,0.0003641353,0.0007076188,0.03267928],"genre_scores_gemma":[0.9915377,0.0001901777,0.005837889,0.0002593359,0.00006677379,0.00006482687,0.0001339342,0.000229353,0.001679932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01388595,"threshold_uncertainty_score":0.02990085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718225923671806,"score_gpt":0.2568900545059319,"score_spread":0.2397077952692138,"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."}}