{"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","author_layer_release":"2026-06-26"},"query_hash":"6505e8b3bc60","filters":{"venue":"International Conference on Image Processing"}},"results":[{"id":"W193647528","doi":"","title":"A hybrid regularization method for image reconstruction of electrical impedance tomography","year":2013,"lang":"en","type":"article","venue":"International Conference on Image Processing","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Electrical impedance tomography; Iterative reconstruction; Regularization (linguistics); Tomography; Electrical impedance; Computer science; Electrical resistivity tomography; Computer vision; Artificial intelligence; Physics; Optics; Engineering; Electrical resistivity and conductivity; Electrical engineering","authors":[{"name":"Peyman Rahmati","is_ca":true},{"name":"Manuchehr Soleimani","is_ca":false},{"name":"Andy Adler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01254019910907141,"gpt":0.2708157270237952,"spread":0.2582755279147238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006120212,0.0005203746,0.0005835562,0.0005235581,0.0002575346,0.0006657632,0.000873684,0.001061577,0.001805936],"category_scores_gemma":[0.001021621,0.0003596368,0.0008072646,0.0005210568,0.0003491381,0.0006495159,0.0008774194,0.0009423569,0.0006251464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000261076,"about_ca_system_score_gemma":0.0006699395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753187,"about_ca_topic_score_gemma":0.002446197,"domain_scores_codex":[0.999749,0.00008643462,0.00001447286,0.00003149881,0.0001019638,0.00001664056],"domain_scores_gemma":[0.9996932,0.0001265894,0.00002702034,0.00003665291,0.00009530235,0.00002118292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004031732,0.0002089471,0.001169403,0.000584487,0.000289833,0.0002933319,0.0002137272,0.3013442,0.1964489,0.05797569,0.00682764,0.4342407],"study_design_scores_gemma":[0.00000972324,0.00001934038,0.0001387271,0.000008588833,0.00001248262,0.00009069441,0.000006542788,0.9892975,0.006475873,0.001607347,0.002318658,0.0000144777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003663595,0.0001221764,0.9953406,0.00008753443,0.0000216662,0.00001512722,0.00002743932,0.0001337819,0.0005881269],"genre_scores_gemma":[0.08241424,0.0003502126,0.9114445,0.0001263992,0.00006279464,0.0001052043,0.0001868969,0.000233018,0.005076775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001805936,"threshold_uncertainty_score":0.006041467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2981744156","doi":"","title":"A hybrid regularization algorithm for high contrast tomographic image reconstruction","year":2013,"lang":"en","type":"article","venue":"International Conference on Image Processing","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Piecewise; Solver; Regularization (linguistics); Inverse problem; Initialization; Algorithm; Constant function; Mathematics; Inverse; Inversion (geology); Penalty method; Applied mathematics; Mathematical optimization; Mathematical analysis; Computer science; Geometry; Artificial intelligence","authors":[{"name":"Peyman Rahmati","is_ca":true},{"name":"Manuchehr Soleimani","is_ca":false},{"name":"Andy Adler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009316795682336473,"gpt":0.2279879186178722,"spread":0.2186711229355357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000805776,0.000553939,0.0007406101,0.0007362703,0.0003769689,0.0007670014,0.001192895,0.00120455,0.001652837],"category_scores_gemma":[0.001082372,0.0004098913,0.001017302,0.0006567191,0.0005825726,0.0007181448,0.001174534,0.00119081,0.0008004584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005460578,"about_ca_system_score_gemma":0.0010679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051433,"about_ca_topic_score_gemma":0.002117551,"domain_scores_codex":[0.9995454,0.0001148772,0.0000221223,0.00006890199,0.0002205044,0.00002807546],"domain_scores_gemma":[0.999663,0.0001180007,0.00003878348,0.00004692587,0.0001122009,0.00002108231],"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":[0.0001556829,0.00009860037,0.0007539868,0.0002213551,0.0001554268,0.0001837782,0.0001958015,0.5324406,0.04411753,0.05043953,0.004902729,0.366335],"study_design_scores_gemma":[0.000007271592,0.00001868117,0.00006633751,0.000005476034,0.000005232519,0.00005074442,0.000004490266,0.9940859,0.00168653,0.002162314,0.001898769,0.000008097362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001647513,0.00007043035,0.9976407,0.00005094186,0.00001142274,0.0000146297,0.00001024166,0.0001586976,0.0003954049],"genre_scores_gemma":[0.04215391,0.000138056,0.9547252,0.00007309415,0.00002446872,0.0001375559,0.0001163308,0.0001281245,0.002503213],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002051433,"threshold_uncertainty_score":0.005529284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}