{"meta":{"query_hash":"0a6ab4e36269","filters":{"venue":"Journal of Physics Complexity"},"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/0a6ab4e36269","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Physics+Complexity"},"results":[{"id":"W3127681258","doi":"10.1088/2632-072x/abe27f","title":"Avoidance, adjacency, and association in distributed systems design","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Association (psychology); Architecture; Systems design; Complex system; Range (aeronautics); Systems architecture; Tensor (intrinsic definition)","score_opus":0.050046217756221666,"score_gpt":0.23730738595451917,"score_spread":0.1872611681982975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127681258","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15581861,0.0010105796,0.84250975,0.000044425953,0.00038342003,0.000045875964,0.000013342662,0.000012456487,0.00016151872],"genre_scores_gemma":[0.9974367,0.0001923319,0.0022040869,0.000007141317,0.0001322357,7.535621e-7,0.0000033593608,0.0000071301524,0.000016245416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993269,0.000072673734,0.00026094797,0.000054494263,0.00016993508,0.00011503892],"domain_scores_gemma":[0.99955213,0.00007734309,0.00010872129,0.00006768081,0.00015164983,0.000042455456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029401892,0.00006828184,0.00020320255,0.000020692458,0.000023599174,0.000044432352,0.00006127076,0.000035496385,0.0000064847763],"category_scores_gemma":[0.00005048604,0.00006651319,0.000035673016,0.0001515739,0.000010963542,0.00012745915,0.000013739731,0.00020929279,0.000002039599],"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":[0.000015889114,0.00013620287,0.013037963,0.00017933939,0.00013674308,0.00010018339,0.0005204635,0.94723266,0.013762184,0.01627248,0.0026470365,0.005958861],"study_design_scores_gemma":[0.0010521301,0.00011183227,0.08080684,0.00047202114,0.000058691807,0.00012268433,0.00036816896,0.8277241,0.037948977,0.048738707,0.0020958125,0.00050006027],"about_ca_topic_score_codex":0.000008008917,"about_ca_topic_score_gemma":0.000007561191,"teacher_disagreement_score":0.8416181,"about_ca_system_score_codex":0.00015151782,"about_ca_system_score_gemma":0.000027935268,"threshold_uncertainty_score":0.2712329},"labels":[],"label_agreement":null},{"id":"W3195479957","doi":"10.1088/2632-072x/ac2071","title":"Brain criticality beyond avalanches: open problems and how to approach them","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":29,"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 Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Argument (complex analysis); Perspective (graphical); Criticality; Neuroscience; Cognitive science; Mechanism (biology); Psychology; Cognitive psychology; Computer science; Epistemology; Artificial intelligence; Physics; Philosophy; Medicine","score_opus":0.17815000996479927,"score_gpt":0.3133479483048721,"score_spread":0.13519793834007285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195479957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90961397,0.000019191219,0.04547481,0.034068245,0.00044245712,0.000385688,0.00006182094,0.000019825531,0.009914023],"genre_scores_gemma":[0.98953307,0.0000072890734,0.0059941104,0.0038577055,0.00024135479,0.000003056529,0.0000026508078,0.000012714661,0.00034804427],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987514,0.00024082298,0.0002093789,0.00027501208,0.000326137,0.00019726521],"domain_scores_gemma":[0.9989846,0.00028161527,0.00015799167,0.00020717467,0.00019186118,0.00017675683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004504311,0.000121339224,0.00029346367,0.000020111527,0.00015904751,0.00041530697,0.00034787488,0.000030547126,0.000018857185],"category_scores_gemma":[0.000584757,0.000099495155,0.00008355375,0.00027413343,0.0001256312,0.00043208306,0.00036251242,0.00028458887,0.0000043358887],"study_design_candidate":"theoretical_or_conceptual","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":[0.00007194022,0.00066503626,0.0006099918,0.000120280194,0.000021403488,0.000046648718,0.0005510956,0.00011088616,0.6431938,0.34261417,0.0046263137,0.007368427],"study_design_scores_gemma":[0.0013404834,0.0004104501,0.009164507,0.000086681284,0.000038152466,0.0006830908,0.000304046,0.010345075,0.10192009,0.8657839,0.009488851,0.00043469007],"about_ca_topic_score_codex":0.00000465568,"about_ca_topic_score_gemma":0.0000031421807,"teacher_disagreement_score":0.5412737,"about_ca_system_score_codex":0.000035554247,"about_ca_system_score_gemma":0.000061422375,"threshold_uncertainty_score":0.40572947},"labels":[],"label_agreement":null},{"id":"W3201457683","doi":"10.1088/2632-072x/ac2792","title":"A unified theory of E/I synaptic balance, quasicritical neuronal avalanches and asynchronous irregular spiking","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":17,"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 Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Balance (ability); Asynchronous communication; Neuroscience; Adaptation (eye); Homeostatic plasticity; Physics; Computer science; Synaptic plasticity; Psychology; Biology; Telecommunications; Metaplasticity","score_opus":0.05693950216352036,"score_gpt":0.267632401667234,"score_spread":0.21069289950371364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201457683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827649,0.00007427903,0.015874103,0.0003723305,0.00036007492,0.00004674271,0.000014621233,0.000009476841,0.0004834954],"genre_scores_gemma":[0.99852467,0.000032522392,0.00087444833,0.0003173368,0.00021810531,4.2438293e-7,0.0000012897525,0.000011893127,0.000019322752],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998655,0.0002799374,0.00035607076,0.00019314143,0.0003337817,0.00018206058],"domain_scores_gemma":[0.9987704,0.00054929213,0.0002641516,0.00015939605,0.00016760913,0.00008913367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027902253,0.00012207964,0.00032887002,0.000040385647,0.0000944717,0.00004510052,0.00014790695,0.000034271354,0.000026323292],"category_scores_gemma":[0.00041207843,0.00010749212,0.00013085148,0.00019217005,0.00034664132,0.00019124283,0.000092850765,0.00030041652,0.0000016684486],"study_design_candidate":"theoretical_or_conceptual","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":[0.00008055939,0.00020497132,0.00054492394,0.000061105005,0.000019465888,0.000088184664,0.0000597141,0.00006857789,0.5861678,0.40868536,0.00002025573,0.003999051],"study_design_scores_gemma":[0.0010406362,0.0005516793,0.029239723,0.00015261538,0.000088785,0.00081420195,0.00011181749,0.016745815,0.26123708,0.6896234,0.00014645953,0.00024775206],"about_ca_topic_score_codex":0.0000012930612,"about_ca_topic_score_gemma":8.754304e-7,"teacher_disagreement_score":0.32493073,"about_ca_system_score_codex":0.00002660518,"about_ca_system_score_gemma":0.00009453562,"threshold_uncertainty_score":0.43834013},"labels":[],"label_agreement":null},{"id":"W3210081606","doi":"10.1088/2632-072x/ac35b4","title":"Deconstructing scale-free neuronal avalanches: behavioral transitions and neuronal response","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hotchkiss Brain Institute; University of Lethbridge; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Branch Out Neurological Foundation; Alberta Innovates - Technology Futures","keywords":"Neuroscience; Population; Sensory system; Psychology; Prefrontal cortex; Resting state fMRI; Hippocampus; Mnemonic; Cognition; Cognitive psychology","score_opus":0.0820344537536763,"score_gpt":0.29736640798026426,"score_spread":0.21533195422658796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210081606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953471,0.0000120525465,0.0020813309,0.0017537917,0.0005406238,0.000049378395,0.000083315725,0.00001681934,0.00011563103],"genre_scores_gemma":[0.99676406,0.000011701267,0.0023302415,0.00057088357,0.00027054377,7.725448e-7,0.0000022909442,0.000015461046,0.000034041408],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984452,0.00037188304,0.00036533026,0.0002429519,0.00037005998,0.00020457868],"domain_scores_gemma":[0.99889195,0.00035156435,0.0002572456,0.00020430282,0.00015330632,0.00014164486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023604523,0.00013991025,0.00024083718,0.000055122673,0.00026538566,0.00010794616,0.00019473233,0.000034384462,0.00004333444],"category_scores_gemma":[0.00023837326,0.00013577704,0.00016660622,0.00023286122,0.00027428564,0.00037176817,0.00009942406,0.00045499398,0.000002456207],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003758246,0.0002688282,0.0014219291,0.000013841839,0.000006265099,0.00016465115,0.00018078006,0.00009979429,0.98436934,0.005277135,0.00011435676,0.0077072303],"study_design_scores_gemma":[0.0054725213,0.0018532176,0.28579393,0.00020302148,0.00024130307,0.011320261,0.0005885094,0.01646164,0.45722404,0.21832348,0.0015923205,0.0009257343],"about_ca_topic_score_codex":0.0000024413187,"about_ca_topic_score_gemma":0.0000094138795,"teacher_disagreement_score":0.5271453,"about_ca_system_score_codex":0.000032712425,"about_ca_system_score_gemma":0.00013402922,"threshold_uncertainty_score":0.5536827},"labels":[],"label_agreement":null},{"id":"W4385260528","doi":"10.1088/2632-072x/ace602","title":"Hierarchical team structure and multidimensional localization (or siloing) on networks","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Complex Network Analysis Techniques","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":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Google; National Science Foundation","keywords":"Bridging (networking); Computer science; Core (optical fiber); Organizational structure; Phenomenon; Popularity; Knowledge management; Theoretical computer science; Psychology; Physics; Political science","score_opus":0.030698345978612984,"score_gpt":0.29429259193915763,"score_spread":0.26359424596054465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385260528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.664405,0.0000207327,0.33448812,0.00021394104,0.00019621913,0.00016076818,0.000036246525,0.00007630236,0.0004026469],"genre_scores_gemma":[0.99459857,0.000006536297,0.0038202927,0.00010462783,0.0013533237,0.0000013660288,0.000052455514,0.000021126038,0.000041733107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987193,0.000110127105,0.00040599564,0.0001823923,0.00034873156,0.00023346466],"domain_scores_gemma":[0.99893457,0.00023019222,0.0003550272,0.00018180581,0.00017092563,0.00012746645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021949052,0.0001848928,0.00037983464,0.000108772045,0.00019939584,0.000048668306,0.00015649613,0.000041455776,0.00013442751],"category_scores_gemma":[0.000012488923,0.00014054027,0.00016414498,0.0004994365,0.00013426498,0.00012761558,0.00012206896,0.0004603185,0.0000042150573],"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":[0.00070476794,0.00070508034,0.07354039,0.00004051398,0.0008033541,0.000031139625,0.00055359164,0.24730647,0.0023948012,0.5274735,0.041415,0.1050314],"study_design_scores_gemma":[0.0008394128,0.0003218608,0.022021903,0.000117305426,0.00009350375,0.0000100910875,0.00006601139,0.6643735,0.0012479551,0.30803883,0.0025685728,0.00030102237],"about_ca_topic_score_codex":0.000013978485,"about_ca_topic_score_gemma":0.000003549215,"teacher_disagreement_score":0.41706708,"about_ca_system_score_codex":0.000030825122,"about_ca_system_score_gemma":0.000049119084,"threshold_uncertainty_score":0.5731066},"labels":[],"label_agreement":null},{"id":"W4410022517","doi":"10.1088/2632-072x/add3a9","title":"Unraveling high-order interactions in electrophysiological brain signals using elliptical distributions: moving beyond the Gaussian approximation","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Complexity","topic":"Neural dynamics and brain function","field":"Neuroscience","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":"International Laboratory for Brain, Music and Sound Research","funders":"","keywords":"Gaussian; Electrophysiology; Statistical physics; Physics; Mathematics; Neuroscience; Psychology; Quantum mechanics","score_opus":0.06860675833622731,"score_gpt":0.32414896059511417,"score_spread":0.25554220225888685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410022517","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6824385,0.000009426616,0.31382036,0.0031374097,0.0003317575,0.00011932696,0.000009611114,0.00000974239,0.00012384608],"genre_scores_gemma":[0.99702704,0.0000075444254,0.001902832,0.00080229377,0.00022269976,0.0000026339687,0.0000055313567,0.00000617108,0.000023236522],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985519,0.00032465972,0.0004808631,0.0001877767,0.00023038496,0.00022441115],"domain_scores_gemma":[0.99863005,0.000742663,0.00031123322,0.00014108526,0.00013541878,0.0000395277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003344734,0.00012792113,0.00023256612,0.00009612346,0.00033213536,0.00011145748,0.00023453683,0.00003390461,0.000018092253],"category_scores_gemma":[0.0006415358,0.00008787945,0.000119404,0.00081102457,0.0001649124,0.00032863303,0.000080744816,0.0006404062,0.0000023957105],"study_design_candidate":"bench_or_experimental","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":[0.000057180656,0.0001730067,0.000037065893,0.0000088954275,0.00000813071,0.000005427452,0.000027936952,0.009465258,0.76134855,0.22708078,0.000052935513,0.0017348427],"study_design_scores_gemma":[0.0003393221,0.00010190661,0.004391274,0.00007453809,0.000023396433,0.00003119504,0.0000594978,0.3882367,0.0567422,0.54979134,0.00009234509,0.00011626203],"about_ca_topic_score_codex":0.00002546927,"about_ca_topic_score_gemma":0.000009615958,"teacher_disagreement_score":0.70460635,"about_ca_system_score_codex":0.00019187911,"about_ca_system_score_gemma":0.0000917661,"threshold_uncertainty_score":0.358362},"labels":[],"label_agreement":null}]}