{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"13c0ccd7b9f8","filters":{"venue":"Frontiers in Complex Systems"}},"results":[{"id":"W4406112800","doi":"10.3389/fcpxs.2024.1508091","title":"A priori physical information to aid generalization capabilities of neural networks for hydraulic modeling","year":2025,"lang":"en","type":"article","venue":"Frontiers in Complex Systems","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Artificial neural network; Computer science; Scarcity; A priori and a posteriori; Hydraulics; Regularization (linguistics); Artificial intelligence; Field (mathematics); Generalization; Machine learning; Flood myth; Hydraulic engineering; Engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01864522554754575,"gpt":0.2630651720058557,"spread":0.24441994645831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001071197,0.0001241949,0.0003030794,0.0001618644,0.00006895947,0.0000482664,0.0001234197,0.00003683005,0.000002926878],"category_scores_gemma":[0.000005327792,0.000123185,0.00008747778,0.0002781923,0.00002059775,0.0002202382,0.0000305586,0.00007812378,4.298327e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005129092,"about_ca_system_score_gemma":0.00002297335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003811088,"about_ca_topic_score_gemma":0.000002338048,"domain_scores_codex":[0.9990799,0.00005235003,0.0004187011,0.0001472686,0.0001002877,0.0002015281],"domain_scores_gemma":[0.999572,0.00002254692,0.000097335,0.0001637012,0.0001030418,0.00004139939],"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":[0.00004600036,0.00002417669,0.003210594,0.00006831624,0.00002120332,1.298968e-8,0.0004350412,0.9683859,0.00002087467,0.01067598,0.01220464,0.004907256],"study_design_scores_gemma":[0.0004080348,0.00002581502,0.00006355052,0.00004561649,0.00001096553,1.050934e-7,0.0008574682,0.9916816,0.00002170456,0.001316312,0.005467113,0.0001016611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1171508,0.00006265402,0.8799383,0.0001014435,0.001352313,0.000747725,0.00001798198,0.00002112277,0.000607665],"genre_scores_gemma":[0.9973816,0.000001169578,0.001729487,0.00007968942,0.0003681864,0.0001783999,0.0001193503,0.000007870823,0.0001342582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8802308,"threshold_uncertainty_score":0.5023338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388832379","doi":"10.3389/fcpxs.2023.1281714","title":"Topology and spectral interconnectivities of higher-order multilayer networks","year":2023,"lang":"en","type":"article","venue":"Frontiers in Complex Systems","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Formalism (music); Pairwise comparison; Computer science; Interdependence; Complex system; Theoretical computer science; Interdependent networks; Topology (electrical circuits); Persistent homology; Complex network; Mathematics; Artificial intelligence; Combinatorics; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.02922500804771743,"gpt":0.2618234814674809,"spread":0.2325984734197635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000356205,0.0001242264,0.00045018,0.0005584575,0.00004975963,0.00005857638,0.0005371089,0.00008629756,0.00002271678],"category_scores_gemma":[0.00004258986,0.0001025103,0.00005169063,0.001911265,0.0001648713,0.0001768819,0.0003299727,0.0001157703,0.00000627633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002997282,"about_ca_system_score_gemma":0.000008960079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005556652,"about_ca_topic_score_gemma":0.00002999366,"domain_scores_codex":[0.9986873,0.0001601442,0.0003317259,0.0003543693,0.0001427826,0.0003236643],"domain_scores_gemma":[0.9992734,0.0001860625,0.00009888528,0.0003453734,0.00003844851,0.00005780181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006215775,0.000238386,0.3981965,0.0002220839,0.0004882899,0.0001884601,0.001926035,0.0367039,0.0001756532,0.2259025,0.2904418,0.0454542],"study_design_scores_gemma":[0.0004608694,0.0001248163,0.1076566,0.00002225429,0.00001091141,0.00001167023,0.0007607219,0.8656838,0.00001202298,0.00447006,0.020555,0.0002312872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05339576,0.002046513,0.9390796,0.0008035501,0.003090487,0.0001942509,0.00001792593,0.000177724,0.00119416],"genre_scores_gemma":[0.9907244,0.00006718481,0.008100898,0.00005127725,0.0001080909,0.00001438424,0.00001162653,0.00000496689,0.000917134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373287,"threshold_uncertainty_score":0.4180248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}