{"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":"edc41a19a5de","filters":{"venue":"Chapman & Hall/CRC applied algorithms and data structures series"}},"results":[{"id":"W2913411363","doi":"10.1201/9781584888239-c32","title":"Convex Optimization","year":2009,"lang":"en","type":"book","venue":"Chapman & Hall/CRC applied algorithms and data structures series","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Conic optimization; Regular polygon; Mathematics; Mathematical optimization; Convex optimization; Computer science; Convex analysis; Geometry","authors":[{"name":"Florian Jarre","is_ca":false},{"name":"Stephen A. Vavasis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06386492561833429,"gpt":0.3371041092670929,"spread":0.2732391836487586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005970007,0.001998275,0.002074543,0.001218013,0.0005570905,0.002211535,0.001141362,0.0009923948,0.04924036],"category_scores_gemma":[0.00143882,0.0007333226,0.0008532063,0.002430944,0.000963837,0.001692042,0.001625275,0.003107113,0.04031733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009360402,"about_ca_system_score_gemma":0.0008445607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607021,"about_ca_topic_score_gemma":0.003102846,"domain_scores_codex":[0.999449,0.00006907238,0.0000269904,0.0001188968,0.0003079115,0.00002821275],"domain_scores_gemma":[0.9996489,0.00008934698,0.0000179193,0.0001102275,0.000112451,0.00002117398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002236218,0.00003583502,0.00009304051,0.0003054934,0.0000410851,0.00004936545,0.00004268277,0.02046398,0.001169448,0.2394363,0.3389269,0.3994135],"study_design_scores_gemma":[0.00001513364,0.00003796659,0.000460659,0.0002121896,0.0000390009,0.0002830115,0.00003191697,0.08701644,0.002173191,0.275328,0.6343623,0.00004015171],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001134558,0.01763852,0.5333418,0.001687139,0.001851919,0.00007294388,0.001417107,0.001769982,0.4410861],"genre_scores_gemma":[0.03942668,0.02513197,0.2339313,0.001054286,0.002113793,0.0004021296,0.003110012,0.002770787,0.692059],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04924036,"threshold_uncertainty_score":0.1647254,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W148859280","doi":"10.1201/9781584888239-c28","title":"Parallel Computation","year":2009,"lang":"en","type":"book-chapter","venue":"Chapman & Hall/CRC applied algorithms and data structures series","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","authors":[{"name":"Raymond Greenlaw","is_ca":false},{"name":"H. James Hoover","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03064309020315106,"gpt":0.26653224731283,"spread":0.235889157109679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006148,0.001396978,0.001925547,0.001298009,0.001006953,0.003285616,0.001737933,0.001098991,0.08102149],"category_scores_gemma":[0.00200746,0.0008269575,0.0006990763,0.002151039,0.0009449116,0.002307199,0.002038225,0.001907087,0.06730362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008044377,"about_ca_system_score_gemma":0.001207286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133894,"about_ca_topic_score_gemma":0.001433262,"domain_scores_codex":[0.999072,0.00009897014,0.0000451776,0.000183226,0.0005410891,0.0000596018],"domain_scores_gemma":[0.9992749,0.00008890599,0.00001807986,0.0003852207,0.0001997247,0.00003305916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006392929,0.00005476012,0.0001858673,0.0003768483,0.00004778385,0.0000624821,0.00006095048,0.008484458,0.002584255,0.2049968,0.3078727,0.4752092],"study_design_scores_gemma":[0.00002855849,0.00004008899,0.0002543102,0.0001256405,0.00003758355,0.0002020969,0.00002622767,0.03873962,0.004827845,0.1689192,0.7867736,0.00002535611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002653328,0.01553546,0.3804305,0.002702962,0.004968963,0.0002731892,0.002364658,0.01334637,0.5777246],"genre_scores_gemma":[0.06449626,0.01459323,0.2386347,0.00110955,0.002400534,0.0006915351,0.00603331,0.003904355,0.6681366],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08102149,"threshold_uncertainty_score":0.2710439,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}