{"id":"W2947883854","doi":"10.1103/physreve.101.052102","title":"Wishart planted ensemble: A tunably rugged pairwise Ising model with a first-order phase transition","year":2020,"lang":"en","type":"article","venue":"Physical review. E","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"D-Wave Systems (Canada)","funders":"Intelligence Advanced Research Projects Activity; Office of the Director of National Intelligence","keywords":"Wishart distribution; Pairwise comparison; Ising model; Phase transition; Statistical physics; Order (exchange); Mathematics; Physics; Statistics; Condensed matter physics; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002952579,0.000288987,0.000504758,0.0003172588,0.0004679414,0.0008558171,0.0008266687,0.000661741,0.001886836],"category_scores_gemma":[0.001248017,0.0001724459,0.0004308542,0.0002586606,0.0009799663,0.001357013,0.0005766142,0.0008910427,0.0001803668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147253,"about_ca_system_score_gemma":0.0004439602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362628,"about_ca_topic_score_gemma":0.001621744,"domain_scores_codex":[0.9998415,0.00005134344,0.000005848417,0.00003044741,0.000038883,0.00003201544],"domain_scores_gemma":[0.9995422,0.0001676485,0.00007555523,0.00009077651,0.00004961649,0.0000743053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009237726,0.00009542204,0.001262055,0.00004218616,0.00003460568,0.0002787068,0.0001036644,0.6042498,0.01077052,0.3747725,0.001083432,0.007214769],"study_design_scores_gemma":[0.00001081352,0.00003541885,0.0001872416,0.000002810564,0.000004698421,0.00004141823,0.00001422073,0.931079,0.0009047256,0.06716777,0.0005408345,0.00001108889],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7094001,0.0002988756,0.2766677,0.00061316,0.00008266742,0.00004375591,0.0001855972,0.0002368128,0.01247149],"genre_scores_gemma":[0.9780044,0.0001124654,0.01846888,0.00007235937,0.00003276947,0.00004778363,0.00008838245,0.00004508713,0.003127799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001886836,"threshold_uncertainty_score":0.006312132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560756247774773,"score_gpt":0.2864703293201464,"score_spread":0.2708627668423986,"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."}}