{"meta":{"query_hash":"8c45e65bdc2a","filters":{"venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8c45e65bdc2a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+XXIIIrd+International+Symposium+on+Lattice+Field+Theory+%E2%80%94+PoS%28LAT2005%29"},"results":[{"id":"W1880996807","doi":"10.22323/1.020.0058","title":"Two Loop Partially Quenched and Finite Volume Chiral Perturbation Theory Results","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Quantum Chromodynamics and Particle Interactions","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Particle Physics","funders":"European Commission","keywords":"Chiral perturbation theory; Physics; Finite volume method; Quark; Meson; Lattice QCD; Quantum chromodynamics; Particle physics; Loop (graph theory); Lattice (music); Sigma; Quantum electrodynamics; Perturbation theory (quantum mechanics); Perturbation (astronomy); Quantum mechanics; Mathematics","score_opus":0.007706444818556794,"score_gpt":0.25994134050461554,"score_spread":0.2522348956860587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1880996807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8188439,0.0006134898,0.110306635,0.0009801561,0.00012919512,0.000058757287,0.0003639946,0.0019717165,0.066732116],"genre_scores_gemma":[0.9904806,0.00009616256,0.005456773,0.00011584241,0.00003704195,0.00002946746,0.00010674121,0.00014270973,0.0035346067],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929976,0.00017085268,0.000016471573,0.0000700954,0.0002840234,0.00015883085],"domain_scores_gemma":[0.99895704,0.00037876784,0.00012309148,0.00019057581,0.00019102817,0.00015941057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005521691,0.0006013044,0.000716901,0.00080189144,0.0008677155,0.0012047068,0.0013653408,0.0009354522,0.0048231212],"category_scores_gemma":[0.0021848828,0.00024984303,0.00088154315,0.000470544,0.0021694347,0.0013254124,0.0011173125,0.001195096,0.0004514582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023807625,0.00016778432,0.0014407063,0.0001317355,0.000039260354,0.00071627204,0.0003423588,0.1637467,0.024852304,0.8001006,0.0012278729,0.0069962926],"study_design_scores_gemma":[0.00008108171,0.000065711516,0.0012009309,0.000021944412,0.000023882078,0.00025320426,0.00006760728,0.5768509,0.011015379,0.40948275,0.000890423,0.0000462065],"about_ca_topic_score_codex":0.0028948644,"about_ca_topic_score_gemma":0.0020526638,"teacher_disagreement_score":0.0048231212,"about_ca_system_score_codex":0.0009767369,"about_ca_system_score_gemma":0.0008319225,"threshold_uncertainty_score":0.016134918},"labels":[],"label_agreement":null},{"id":"W2789367494","doi":"10.22323/1.020.0251","title":"Simulations of the F model on planar phi-4 Feynman diagrams","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Feynman diagram; Planar; Computer science; Physics; Statistical physics; Mathematical physics; Computer graphics (images)","score_opus":0.010467207357763488,"score_gpt":0.26322497562725744,"score_spread":0.252757768269494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789367494","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9699646,0.00022445538,0.0034695503,0.00073329156,0.00013715788,0.000042041716,0.00055789156,0.00038004227,0.024491003],"genre_scores_gemma":[0.99599326,0.00006595529,0.0018686575,0.000083177474,0.000023508564,0.0000372833,0.00031205136,0.00009686538,0.0015191275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995509,0.00013614049,0.000010844572,0.000041167732,0.00006336394,0.00019750057],"domain_scores_gemma":[0.99810237,0.0010066497,0.00013906312,0.00013906907,0.00023038275,0.000382523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006739888,0.000800951,0.0017326741,0.0013963272,0.0019001566,0.001852405,0.0019832624,0.0026262815,0.008954545],"category_scores_gemma":[0.003321626,0.00066114054,0.001031147,0.0014269834,0.0016503637,0.0015499413,0.000992599,0.0018344519,0.00041408002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008329494,0.00035637396,0.0030827788,0.00014153623,0.00011414318,0.0006176751,0.0003841151,0.8916312,0.0033890347,0.09172276,0.004874203,0.0028533076],"study_design_scores_gemma":[0.00020426091,0.00007290666,0.0006084563,0.000019128669,0.000016452559,0.0000288812,0.00010993564,0.98578215,0.00078325334,0.011790903,0.0005588133,0.000024849662],"about_ca_topic_score_codex":0.023878014,"about_ca_topic_score_gemma":0.012418527,"teacher_disagreement_score":0.023878014,"about_ca_system_score_codex":0.0026582668,"about_ca_system_score_gemma":0.0014848759,"threshold_uncertainty_score":0.04747802},"labels":[],"label_agreement":null},{"id":"W2790353594","doi":"10.22323/1.020.0211","title":"The determination of decay constants f_D_s and f_D in three-flavor lattice QCD","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Quantum Chromodynamics and Particle Interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Physics; Extrapolation; Lattice QCD; Chiral perturbation theory; Lattice (music); Lattice constant; Particle physics; Quark; Quantum chromodynamics; Meson; Lattice field theory; Systematic error; Flavor; Nuclear physics; Quantum mechanics; Mathematics; Statistics; Chemistry","score_opus":0.007552080979850049,"score_gpt":0.2658821968327652,"score_spread":0.25833011585291515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790353594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828934,0.00019410963,0.014003691,0.00019861637,0.000016915008,0.000011506773,0.0000814527,0.00021182158,0.0023885672],"genre_scores_gemma":[0.9937039,0.000042461066,0.006097998,0.000019926549,0.0000023400803,0.0000088384995,0.00003176837,0.000013141661,0.0000795572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994764,0.00019610903,0.00002082216,0.000054886354,0.00014365277,0.00010811419],"domain_scores_gemma":[0.99699044,0.001865413,0.00032191988,0.00021551775,0.00038695332,0.00021967982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019866792,0.00047692464,0.00049225154,0.0015682143,0.0018420509,0.0011368699,0.0014108194,0.00096404646,0.0006136207],"category_scores_gemma":[0.0048071127,0.000447276,0.00055215333,0.0014072305,0.0011746085,0.0007068645,0.0005389677,0.0010098981,0.00008600524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009271854,0.00061075826,0.06533878,0.0002454634,0.00015673412,0.0008353658,0.0008827746,0.68992203,0.061500106,0.14887565,0.0011215184,0.029583575],"study_design_scores_gemma":[0.0001382541,0.00004913278,0.004127895,0.000028754554,0.00001644247,0.00013144578,0.00010830856,0.95453185,0.020179816,0.020257536,0.00036183684,0.00006872789],"about_ca_topic_score_codex":0.01805028,"about_ca_topic_score_gemma":0.013496975,"teacher_disagreement_score":0.01805028,"about_ca_system_score_codex":0.0024144908,"about_ca_system_score_gemma":0.0019411062,"threshold_uncertainty_score":0.03589046},"labels":[],"label_agreement":null},{"id":"W2791230469","doi":"10.22323/1.020.0254","title":"Classical simulation of quantum lambda phi^4","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Lambda; Quantum; Computer science; Physics; Quantum mechanics","score_opus":0.008967489440551098,"score_gpt":0.25918242124656643,"score_spread":0.25021493180601534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791230469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96751994,0.000051052433,0.021968545,0.00029819956,0.000041596355,0.000035609562,0.00012056054,0.00024607062,0.009718399],"genre_scores_gemma":[0.98911613,0.000024851564,0.00937726,0.000045932888,0.0000061087985,0.000035480414,0.000085113,0.000029726585,0.0012793028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997938,0.00007186602,0.000005671097,0.00002723682,0.000049306527,0.000051997482],"domain_scores_gemma":[0.9991079,0.0005061375,0.000052458974,0.0000859409,0.0001300893,0.00011749395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055824016,0.00021310587,0.00036237843,0.0002735513,0.00056895404,0.0006476676,0.0011609021,0.0006266521,0.0040836455],"category_scores_gemma":[0.0016494995,0.0002475447,0.00023934593,0.00033804777,0.0010600241,0.0007618879,0.0006539268,0.0007372997,0.00013549469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038534123,0.00026349636,0.0033811042,0.000064347325,0.00006710118,0.00025422883,0.00024065081,0.92629415,0.0043529514,0.058465596,0.0009396023,0.0052914163],"study_design_scores_gemma":[0.000018171811,0.000027089922,0.00015334114,0.0000015061564,0.000002122049,0.0000059460212,0.000017671411,0.9965205,0.0006906899,0.0023964548,0.00016143266,0.0000051641505],"about_ca_topic_score_codex":0.0071859257,"about_ca_topic_score_gemma":0.004755807,"teacher_disagreement_score":0.0071859257,"about_ca_system_score_codex":0.0011521423,"about_ca_system_score_gemma":0.00082519115,"threshold_uncertainty_score":0.014288247},"labels":[],"label_agreement":null},{"id":"W2944107673","doi":"10.22323/1.020.0245","title":"Three Dimensional N=2 Supersymmetry on the Lattice","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Quantum Chromodynamics and Particle Interactions","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Supersymmetry; Physics; Lattice (music); Supersymmetry breaking; Lattice QCD; Particle physics; Lattice field theory; Theoretical physics; Lattice model (finance); Lattice constant; Limit (mathematics); Quantum chromodynamics; Quantum mechanics; Mathematics; Mathematical analysis","score_opus":0.010216914031552643,"score_gpt":0.25645882549063703,"score_spread":0.2462419114590844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944107673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68551946,0.0008719961,0.114744194,0.0022565385,0.000885164,0.000071420865,0.0002911853,0.00092334196,0.19443667],"genre_scores_gemma":[0.9536591,0.00055167737,0.034574956,0.00035236776,0.00017240115,0.00008849037,0.00018397128,0.00014497114,0.010271982],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995529,0.0001426162,0.000020300464,0.000032062388,0.00016754385,0.000084662504],"domain_scores_gemma":[0.999539,0.00013110353,0.00006571134,0.00010657381,0.000058897756,0.000098807475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055684015,0.0006108452,0.00075223227,0.00050181506,0.0016999956,0.0024069233,0.0009048855,0.00059587514,0.0044308826],"category_scores_gemma":[0.0011110054,0.00041522016,0.00066766684,0.00071841135,0.002543324,0.0015951935,0.001566906,0.0015556604,0.0009990637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016096838,0.00012346299,0.00050930993,0.000054746364,0.000017819486,0.00039015248,0.00023624742,0.033449523,0.004058964,0.9506805,0.0030754828,0.0072428035],"study_design_scores_gemma":[0.00011795558,0.00006419627,0.0002041531,0.000022450793,0.000008838261,0.000112553585,0.00009641331,0.18249695,0.0018354919,0.81030905,0.004693887,0.00003799558],"about_ca_topic_score_codex":0.0027229255,"about_ca_topic_score_gemma":0.0033077286,"teacher_disagreement_score":0.0044308826,"about_ca_system_score_codex":0.00075683085,"about_ca_system_score_gemma":0.00075057714,"threshold_uncertainty_score":0.014822781},"labels":[],"label_agreement":null},{"id":"W2963133425","doi":"10.22323/1.020.0038","title":"Automated Methods in Chiral Perturbation Theory on the Lattice","year":2005,"lang":"en","type":"article","venue":"Proceedings of XXIIIrd International Symposium on Lattice Field Theory — PoS(LAT2005)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Feynman diagram; Lattice (music); Chiral perturbation theory; Perturbation (astronomy); Computer science; Algorithm; Statistical physics; Mathematics; Physics; Mathematical physics; Quantum mechanics; Quantum chromodynamics","score_opus":0.012792319565026765,"score_gpt":0.31481404821711084,"score_spread":0.3020217286520841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963133425","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014688368,0.00011984832,0.99386865,0.00011425531,0.000036228335,0.00004124602,0.000063554275,0.0018017798,0.002485598],"genre_scores_gemma":[0.044680644,0.0002024225,0.9519237,0.00007365541,0.000056776178,0.00022762555,0.00021426534,0.0008977879,0.0017230996],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961825,0.0016665764,0.00023861667,0.00030782763,0.0014147247,0.00018981483],"domain_scores_gemma":[0.9945075,0.0034690567,0.00023715597,0.0010410122,0.0006446798,0.00010063051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002842142,0.0012746837,0.0013430044,0.0021300693,0.0017193584,0.0030592764,0.0032250737,0.0012524639,0.01140893],"category_scores_gemma":[0.009748658,0.0009960595,0.0015489868,0.0018143721,0.0026231671,0.0029000607,0.0028936176,0.0027675694,0.004128399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012167529,0.0001777565,0.00047077078,0.00042995485,0.00009048316,0.00036417204,0.00039512521,0.16429122,0.0052283606,0.5480237,0.0073443125,0.2730624],"study_design_scores_gemma":[0.00007532952,0.000016596818,0.000055789184,0.000047018195,0.000008982734,0.000060556737,0.000045150256,0.43786034,0.0032884623,0.5482588,0.0102536995,0.000029283772],"about_ca_topic_score_codex":0.0031394272,"about_ca_topic_score_gemma":0.0032684621,"teacher_disagreement_score":0.01140893,"about_ca_system_score_codex":0.0014654339,"about_ca_system_score_gemma":0.0019212846,"threshold_uncertainty_score":0.038166642},"labels":[],"label_agreement":null}]}