{"id":"W2946916998","doi":"10.1103/physrevb.100.125131","title":"Neural Gutzwiller-projected variational wave functions","year":2019,"lang":"en","type":"article","venue":"Physical review. B./Physical review. B","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Physics; Wave function; Path integral formulation; Quantum mechanics; Quantum; Quasiparticle; Ground state; Statistical physics; Theoretical physics; Superconductivity","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004876719,0.0008467471,0.002180277,0.00008296641,0.0002226218,0.00009815727,0.0006615878,0.00005201845,0.001859364],"category_scores_gemma":[0.0001962857,0.0006806521,0.001543967,0.00134571,0.0001317787,0.0005745786,0.0003020164,0.0009038365,0.01103804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126225,"about_ca_system_score_gemma":0.0002121066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000874609,"about_ca_topic_score_gemma":0.000001197301,"domain_scores_codex":[0.9949115,0.0005908487,0.001124407,0.001232805,0.001197595,0.0009428723],"domain_scores_gemma":[0.996258,0.000645129,0.0007058015,0.001497188,0.0004519519,0.0004419541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001908051,0.001505416,0.003281491,0.004649845,0.0003996062,0.00000501654,0.00008434992,0.0000377793,0.004387827,0.9217569,0.04207684,0.02179582],"study_design_scores_gemma":[0.002501263,0.0009060655,0.01513441,0.02015672,0.002623604,0.00002329963,0.00007547271,0.390702,0.0007069526,0.1216096,0.4416403,0.003920211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8381959,0.02706924,0.01747327,0.009863663,0.003016273,0.01254567,0.0007211124,0.0007958772,0.09031901],"genre_scores_gemma":[0.9898258,0.001631056,0.00009158802,0.002440044,0.003280503,0.0007124652,0.0005684413,0.0001225572,0.001327525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8001473,"threshold_uncertainty_score":0.9995645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876964245362193,"score_gpt":0.3370684326395695,"score_spread":0.3182987901859476,"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."}}