{"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"},"query_hash":"63b748a9ad92","filters":{"venue":"Compositionality"}},"results":[{"id":"W3024182785","doi":"10.32408/compositionality-2-3","title":"Infinite products and zero-one laws in categorical probability","year":2020,"lang":"en","type":"article","venue":"Compositionality","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Perimeter Institute","funders":"","keywords":"Extension (predicate logic); Categorical variable; Markov chain; Probability measure; Imprecise probability; Markov process; Probability theory; Random variable","retraction":null,"screen_n_in":null,"score":{"opus":0.06362629055813082,"gpt":0.2494351027989264,"spread":0.1858088122407956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006361532,0.0001903878,0.0003192337,0.00004732973,0.0001071885,0.0001375473,0.0006120218,0.00007613194,0.00001456828],"category_scores_gemma":[0.0002506122,0.0001959905,0.00004809543,0.0007820661,0.000195546,0.0004130403,0.0008285152,0.0003040462,0.00001936371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216953,"about_ca_system_score_gemma":0.0001318742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007906806,"about_ca_topic_score_gemma":0.00001385302,"domain_scores_codex":[0.9975892,0.0003363952,0.0004346429,0.0009325248,0.0004057917,0.0003014618],"domain_scores_gemma":[0.9986782,0.0002687479,0.00007997757,0.0005457081,0.0002049829,0.0002223628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002156396,0.004088836,0.2361129,0.001062812,0.00008302274,0.00013418,0.005210838,0.002171287,0.01630939,0.7059395,0.001609061,0.02706262],"study_design_scores_gemma":[0.0006885348,0.0001920571,0.6243126,0.00001328514,0.000006489645,0.00003372497,0.000004164571,0.05494055,0.0006604971,0.317036,0.001721862,0.000390172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6196707,0.0002198425,0.3135405,0.063984,0.0002314266,0.0009529939,0.00002077887,0.0004163761,0.0009633005],"genre_scores_gemma":[0.9303012,0.000003435655,0.06835534,0.001166179,0.0001154577,0.0000312173,0.00001756233,0.00000590709,0.00000368008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3889034,"threshold_uncertainty_score":0.7992261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2994613537","doi":"10.32408/compositionality-5-7","title":"Monotones in General Resource Theories","year":2023,"lang":"en","type":"article","venue":"Compositionality","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Perimeter Institute","funders":"Institut Périmètre de physique théorique; Natural Sciences and Engineering Research Council of Canada; Government of Canada; Ministry of Colleges and Universities; Innovation, Science and Economic Development Canada","keywords":"Preorder; Computer science; Monotone polygon; Class (philosophy); Tuple; Resource (disambiguation); Function (biology); Robustness (evolution); Theoretical computer science; Discrete mathematics; Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01658283369018487,"gpt":0.2865493725315598,"spread":0.2699665388413749,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001319469,0.00005261306,0.00006752132,0.00003166795,0.00009132839,0.00001924745,0.0000832413,0.00001228202,0.0001294823],"category_scores_gemma":[8.766852e-7,0.00005271484,0.00003731681,0.0002158798,0.00002206164,0.00003142074,0.00004172666,0.00005648194,0.0001353564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008629109,"about_ca_system_score_gemma":0.00001102439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000604297,"about_ca_topic_score_gemma":0.000001489525,"domain_scores_codex":[0.9995565,0.00002910148,0.0001089194,0.0001229506,0.00007320476,0.0001092985],"domain_scores_gemma":[0.999758,0.00004608066,0.00002286093,0.0001297473,0.0000167129,0.00002662194],"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":[0.000002920014,0.00003962766,0.007923342,0.000001464246,0.000004718935,3.741471e-7,0.00003815416,0.0001066116,0.0009867166,0.9895457,0.0007119487,0.0006383993],"study_design_scores_gemma":[0.0001096528,0.000002978233,0.0863542,0.000004484361,0.000001919375,1.660035e-7,0.00005592885,0.003734922,0.0008348819,0.90067,0.008164524,0.00006638471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985903,0.000007774473,0.005867955,0.001229735,0.00003324361,0.0000973535,0.0001029125,0.00005051906,0.006707482],"genre_scores_gemma":[0.9990786,5.497275e-7,0.0001056618,0.00005926252,0.0001344673,0.00007651328,0.0003527651,0.000005094468,0.000187102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08887576,"threshold_uncertainty_score":0.2149649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3037078431","doi":"10.46298/compositionality-6-4","title":"Homotopy Theoretic and Categorical Models of Neural Information Networks","year":2024,"lang":"en","type":"article","venue":"Compositionality","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Foundational Questions Institute; Silicon Valley Community Foundation; National Science Foundation","keywords":"Categorical variable; Homotopy; Artificial neural network; Mathematics; Computer science; Artificial intelligence; Pure mathematics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.0133464049398008,"gpt":0.2369256078231839,"spread":0.2235792028833831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001961648,0.00005705273,0.0001014755,0.00009470701,0.00004947546,0.0001270083,0.0002259466,0.00003446351,0.00002231263],"category_scores_gemma":[0.00001092752,0.00004212302,0.00005005662,0.0005863436,0.00009124823,0.000823927,0.000170655,0.0000799527,0.000006186686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001193641,"about_ca_system_score_gemma":0.00001086049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002957633,"about_ca_topic_score_gemma":3.402955e-7,"domain_scores_codex":[0.9993981,0.00004740506,0.0001792826,0.0001289607,0.0001574744,0.00008880117],"domain_scores_gemma":[0.9995515,0.0001584365,0.00002804433,0.0001625471,0.00005074811,0.0000486801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002318976,0.00001647311,0.00008411171,0.000015475,0.00001239445,0.000002419511,0.00004158561,0.005282857,0.000004474607,0.9793025,0.0001583728,0.01507701],"study_design_scores_gemma":[0.00003209118,0.0000212637,0.004060437,0.000003080897,0.000008137263,0.00001396444,0.000002124998,0.7397557,0.00001113068,0.2557895,0.0002612029,0.00004130193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0170127,0.0006809541,0.9798855,0.001282138,0.00009205016,0.00004073525,0.00001989234,0.00006486139,0.000921147],"genre_scores_gemma":[0.9973034,0.00003681496,0.002393954,0.0001728937,0.00002306036,0.000003730642,0.0000580426,8.256086e-7,0.000007266755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9802907,"threshold_uncertainty_score":0.1717727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2941379221","doi":"10.32408/compositionality-1-3","title":"Fuzzy sets and presheaves","year":2019,"lang":"en","type":"article","venue":"Compositionality","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sheaf; Algorithm; Mathematics; Fuzzy set; Fuzzy logic; Computer science; Discrete mathematics; Artificial intelligence; Pure mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.012448910342833,"gpt":0.2408673444849296,"spread":0.2284184341420966,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001305611,0.00006646483,0.00008738822,0.00001988083,0.00007119712,0.00009624871,0.0002482956,0.00002895689,0.00002797916],"category_scores_gemma":[0.000003036625,0.00005709975,0.0000264591,0.00007185293,0.00003308499,0.0002388106,0.0001837367,0.00005813256,0.0001291683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001167551,"about_ca_system_score_gemma":0.00001581566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001004246,"about_ca_topic_score_gemma":6.71408e-7,"domain_scores_codex":[0.9993576,0.00004403996,0.00009499837,0.000238778,0.0001471012,0.0001174937],"domain_scores_gemma":[0.9995328,0.0000626149,0.00002730977,0.0002895274,0.000029962,0.00005779581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009254074,0.0001045848,0.02437983,0.00003797042,0.00001822222,0.000007731148,0.0002135092,0.00006662637,0.001197807,0.9620382,0.002408052,0.009518242],"study_design_scores_gemma":[0.0003664093,0.00008327956,0.6970084,0.00001725246,0.000003098615,0.00005141222,0.000005561776,0.009261144,0.0002263521,0.2854926,0.007278412,0.0002061739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8377691,0.0005481595,0.01602314,0.004960003,0.0004815806,0.0002860013,0.00002138331,0.0002086267,0.139702],"genre_scores_gemma":[0.9775312,0.000006603033,0.02156555,0.0007850446,0.00002631727,0.000003717636,0.000009644623,0.000002158217,0.00006978461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6765456,"threshold_uncertainty_score":0.232846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}