{"meta":{"query_hash":"17b7dc7e65d9","filters":{"venue":"Applied Mathematics for Modern Challenges"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/17b7dc7e65d9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Applied+Mathematics+for+Modern+Challenges"},"results":[{"id":"W4399309637","doi":"10.3934/ammc.2024006","title":"A boundary integral equations approach to electrical impedance tomography: Experiments on the KTC2023 data","year":2024,"lang":"en","type":"article","venue":"Applied Mathematics for Modern Challenges","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","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":"University of Toronto","funders":"","keywords":"Electrical impedance tomography; Solver; Tomography; Electrical resistivity tomography; Electrical impedance; Inverse problem; Boundary (topology); Set (abstract data type); Computer science; Inverse; Applied mathematics; Mathematical analysis; Mathematics; Mathematical optimization; Geometry; Medicine; Electrical resistivity and conductivity; Engineering; Electrical engineering; Radiology","score_opus":0.10670940694398218,"score_gpt":0.2960540060904899,"score_spread":0.1893445991465077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399309637","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":[0.008931563,0.023505962,0.926306,0.0017397346,0.0003133666,0.0027734581,0.00021374282,0.001738577,0.034477584],"genre_scores_gemma":[0.96670777,0.00086416304,0.0301219,0.00013445456,0.0002385969,0.0016746873,0.0000760678,0.00011867564,0.00006371056],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983402,0.000009405685,0.00030590064,0.0005090174,0.00033923818,0.0004962691],"domain_scores_gemma":[0.99835324,0.0006583348,0.000024198487,0.0008273266,0.000027852713,0.00010905978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035072948,0.00031682418,0.0002821787,0.00021555691,0.00014964434,0.00014808065,0.00078239007,0.00011437271,0.000005086147],"category_scores_gemma":[0.00004174357,0.00021230716,0.00013523942,0.0005219138,0.00005133833,0.00008345762,0.00010610015,0.00032206762,0.000045581877],"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":[0.000027457341,0.00041484323,1.57876e-7,0.00075799605,0.000417116,0.0000014055435,0.004593205,0.0005687141,0.008241453,0.836755,0.0070166197,0.14120603],"study_design_scores_gemma":[0.00015603827,0.00012056059,0.0000025441618,0.000095502204,0.00006782739,0.0000035961682,0.0004250203,0.82006985,0.003496686,0.16964284,0.005515942,0.0004036298],"about_ca_topic_score_codex":9.717581e-7,"about_ca_topic_score_gemma":0.0000035305122,"teacher_disagreement_score":0.9577762,"about_ca_system_score_codex":0.00004808551,"about_ca_system_score_gemma":0.000025107738,"threshold_uncertainty_score":0.8657635},"labels":[],"label_agreement":null}]}