{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"c21b2a66f0ee","filters":{"venue":"Foundations and Trends® in Optimization"}},"results":[{"id":"W4205547947","doi":"10.1561/2400000036","title":"Acceleration Methods","year":2021,"lang":"en","type":"article","venue":"Foundations and Trends® in Optimization","topic":"Stochastic Gradient Optimization Techniques","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mila - Quebec Artificial Intelligence Institute","funders":"Agence Nationale de la Recherche","keywords":"Acceleration; Convergence (economics); Momentum (technical analysis); Computer science; Mathematical optimization; Mathematical proof; Quadratic equation; Range (aeronautics); Chebyshev filter; Key (lock); Set (abstract data type); Cover (algebra); Quadratic programming; Mathematics; Applied mathematics; Physics; Mechanical engineering; Engineering","authors":[{"name":"Alexandre d’Aspremont","is_ca":false},{"name":"Damien Scieur","is_ca":true},{"name":"Adrien Taylor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03732282273889075,"gpt":0.3584317859963982,"spread":0.3211089632575074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437686,0.001987837,0.001306207,0.001258122,0.0008000901,0.002394646,0.002637776,0.001550852,0.06547971],"category_scores_gemma":[0.006062525,0.000788604,0.001434524,0.001231727,0.001043936,0.002504552,0.003561753,0.002834341,0.03225572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009415932,"about_ca_system_score_gemma":0.001345966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375957,"about_ca_topic_score_gemma":0.001428046,"domain_scores_codex":[0.9984976,0.0003010365,0.00009551237,0.0003095185,0.0006786118,0.0001177841],"domain_scores_gemma":[0.9984964,0.0005426631,0.0000903149,0.0004052776,0.0003673919,0.00009789389],"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":[0.000157699,0.0001018122,0.0006962787,0.0007131472,0.0000952869,0.000123775,0.0001852855,0.05640285,0.003898896,0.3976249,0.06510717,0.4748929],"study_design_scores_gemma":[0.00009168928,0.0001205183,0.0004833375,0.0003208276,0.00005516359,0.0003470284,0.00008808242,0.2874309,0.003607276,0.2761586,0.4312228,0.00007377945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001106037,0.002786179,0.961844,0.000569135,0.0008330851,0.0001298472,0.0003598888,0.002261202,0.03011066],"genre_scores_gemma":[0.0693767,0.007823968,0.8144653,0.001117216,0.001424235,0.0009101023,0.002258268,0.004166923,0.0984573],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06547971,"threshold_uncertainty_score":0.2190515,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413642769","doi":"10.1561/2400000052","title":"Causal Machine Learning: A Survey and Open Problems","year":2025,"lang":"en","type":"article","venue":"Foundations and Trends® in Optimization","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Artificial intelligence; Machine learning; Psychology","authors":[{"name":"Jean Kaddour","is_ca":false},{"name":"Aengus Lynch","is_ca":false},{"name":"Qi Liu","is_ca":false},{"name":"Matt J. Kusner","is_ca":true},{"name":"Ricardo Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04296534663988999,"gpt":0.3133753765794282,"spread":0.2704100299395382,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01347681,0.001594193,0.002983201,0.004502191,0.001379541,0.005149331,0.00387407,0.003853073,0.006511894],"category_scores_gemma":[0.03561128,0.001136442,0.001558518,0.007176708,0.004181738,0.01047884,0.003176318,0.005881581,0.001523493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002962665,"about_ca_system_score_gemma":0.003475926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868836,"about_ca_topic_score_gemma":0.001695855,"domain_scores_codex":[0.9944308,0.00275091,0.0003296164,0.0009941841,0.00129958,0.0001947079],"domain_scores_gemma":[0.9421715,0.05299981,0.0007497324,0.001675892,0.00203686,0.0003662539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000740055,0.0001475751,0.001997226,0.003107694,0.0001657146,0.00009990529,0.0002013157,0.01846468,0.0001058789,0.5228924,0.02337866,0.429365],"study_design_scores_gemma":[0.00002103418,0.00004124813,0.0005776632,0.00113747,0.00004908788,0.0001693365,0.0001436036,0.04731201,0.0001988754,0.8715209,0.07878905,0.00003968046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002999408,0.5917402,0.362012,0.02496218,0.0009853055,0.00009336709,0.0004000862,0.000438758,0.01636872],"genre_scores_gemma":[0.102501,0.7050403,0.1693977,0.005082167,0.01239472,0.0003480365,0.001029676,0.0004056785,0.003800712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01347681,"threshold_uncertainty_score":0.07127309,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3106852983","doi":"10.1561/2400000028","title":"Atomic Decomposition via Polar Alignment","year":2020,"lang":"en","type":"article","venue":"Foundations and Trends® in Optimization","topic":"Spacecraft Dynamics and Control","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Polar; Decomposition; Geometry; Polar decomposition; Materials science; Computer science; Nanotechnology; Physics; Chemistry; Mathematics; Quantum mechanics; Organic chemistry","authors":[{"name":"Zhenan Fan","is_ca":true},{"name":"Halyun Jeong","is_ca":true},{"name":"Yifan Sun","is_ca":false},{"name":"Michael P. Friedlander","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006138485436162112,"gpt":0.2210389120435326,"spread":0.2149004266073705,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044573,0.001140594,0.0008135135,0.001321862,0.000651154,0.001857752,0.0009948787,0.001092323,0.005795379],"category_scores_gemma":[0.003100325,0.0006111,0.0009902433,0.001113921,0.001852894,0.002117933,0.003897422,0.002805111,0.002570402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007075864,"about_ca_system_score_gemma":0.0009684962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044997,"about_ca_topic_score_gemma":0.001098312,"domain_scores_codex":[0.9991565,0.0002630697,0.0000380502,0.0001890753,0.0002710621,0.00008234558],"domain_scores_gemma":[0.9993486,0.0002344272,0.00006628525,0.0001552577,0.0001450518,0.00005033845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008703826,0.00004557538,0.0005212206,0.000147156,0.00005439029,0.00008433263,0.0001869663,0.130866,0.009648552,0.691287,0.005820464,0.1612513],"study_design_scores_gemma":[0.0000199958,0.00004280912,0.0001457439,0.00002669587,0.00001092254,0.00006701273,0.00006485094,0.5866534,0.003804007,0.3986619,0.01048398,0.00001860266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002082806,0.0000653131,0.9950601,0.00009059346,0.0000256516,0.00002033521,0.00004569462,0.0001325307,0.002476973],"genre_scores_gemma":[0.1274218,0.0005301992,0.8628802,0.0002918339,0.0001609172,0.0002865242,0.0007823515,0.0005801464,0.007065963],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005795379,"threshold_uncertainty_score":0.01938748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407780548","doi":"10.1561/2400000040","title":"Integer Programming Games","year":2025,"lang":"en","type":"article","venue":"Foundations and Trends® in Optimization","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Integer programming; Computer science; Mathematics; Mathematical economics; Mathematical optimization","authors":[{"name":"Margarida Carvalho","is_ca":true},{"name":"Gabriele Dragotto","is_ca":false},{"name":"Andrea Lodi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02348981713826095,"gpt":0.2615163708784337,"spread":0.2380265537401728,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001723489,0.002231131,0.001413728,0.001119569,0.001132711,0.004589263,0.001564955,0.001653416,0.01847589],"category_scores_gemma":[0.004310331,0.0005716809,0.001344737,0.002925625,0.001588244,0.004801085,0.001898864,0.003801544,0.004299729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644479,"about_ca_system_score_gemma":0.001542053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577634,"about_ca_topic_score_gemma":0.001608483,"domain_scores_codex":[0.9973952,0.001059493,0.0002311982,0.0004157358,0.0006430856,0.0002553387],"domain_scores_gemma":[0.9983566,0.001095144,0.0001533788,0.0001555645,0.0001727359,0.00006656921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002857383,0.00006024802,0.0001695492,0.0003366931,0.00002945697,0.00006924638,0.0001300974,0.01458988,0.0003473577,0.9215289,0.01615801,0.04655206],"study_design_scores_gemma":[0.00003353103,0.00005002459,0.0001497713,0.0001769544,0.00001824753,0.0002201353,0.0001192454,0.04036511,0.0003029777,0.768672,0.1898667,0.00002528514],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007006986,0.02014161,0.7634714,0.007059454,0.0008866817,0.0005456994,0.003188236,0.0005376388,0.1971622],"genre_scores_gemma":[0.267009,0.07009564,0.5722739,0.005587436,0.002667286,0.002297387,0.004851561,0.000456177,0.07476164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01847589,"threshold_uncertainty_score":0.06180799,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}