{"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":"20ef48cc445b","filters":{"venue":"Computers & Chemistry"}},"results":[{"id":"W16749183","doi":"10.1016/s0097-8485(96)80011-8","title":"New Fuzzy Performance Indices for Reliability Analysis of Water Supply Systems","year":2003,"lang":"en","type":"article","venue":"Computers & Chemistry","topic":"Water Systems and Optimization","field":"Engineering","cited_by":18,"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; Institute for Catastrophic Loss Reduction","keywords":"Reliability (semiconductor); Reliability engineering; Fuzzy logic; Computer science; Water supply; Risk analysis (engineering); Environmental science; Engineering; Business; Artificial intelligence; Environmental engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.005029065037162939,"gpt":0.173828817027905,"spread":0.168799751990742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001213615,0.0001084946,0.0002481854,0.00004291297,0.00002520261,0.00002861462,0.0001152975,0.00007744296,0.00001627525],"category_scores_gemma":[0.000003787874,0.00008949315,0.00008913242,0.0001606846,0.00001058476,0.00007417356,0.00001148688,0.00004393069,0.00000161461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004081898,"about_ca_system_score_gemma":0.00001052339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001740186,"about_ca_topic_score_gemma":9.344524e-7,"domain_scores_codex":[0.9993367,0.00000683725,0.0002643553,0.00014738,0.00008470727,0.0001600194],"domain_scores_gemma":[0.9996056,0.00001952206,0.0000371736,0.0002353282,0.00004658375,0.00005582213],"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":[0.000003322902,0.000007470766,0.004995077,0.0008795515,0.0002295261,2.410569e-7,0.0002930144,0.9870622,0.003974654,0.000006833228,0.002389452,0.0001586261],"study_design_scores_gemma":[0.0003594226,0.00001350369,0.001031274,0.00007044905,0.0002214204,0.000002752053,0.00003811266,0.7031443,0.2873859,0.000007286902,0.007506532,0.0002191038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8666686,0.0001876338,0.1308396,0.000006809661,0.0004333303,0.000144115,0.00001270941,0.00009375583,0.001613464],"genre_scores_gemma":[0.9956477,0.000008450607,0.003756733,0.000002399926,0.00006562476,0.00001153931,0.00007618084,0.00001278223,0.0004185807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.283918,"threshold_uncertainty_score":0.3649425,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1986218664","doi":"10.1016/s0097-8485(00)00057-7","title":"Dehydrogenation processes and molecular clusters in mass spectra of organometallic and coordination compounds","year":2000,"lang":"en","type":"article","venue":"Computers & Chemistry","topic":"Chemical Thermodynamics and Molecular Structure","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Alberta","keywords":"Dehydrogenation; Mass spectrum; Chemistry; Hydrogen; Cluster (spacecraft); Spectral line; Pyridine; Molecule; Ion; Computational chemistry; Physical chemistry; Analytical Chemistry (journal); Organic chemistry; Physics; Catalysis","retraction":null,"screen_n_in":null,"score":{"opus":0.002743613386410974,"gpt":0.1866850232412466,"spread":0.1839414098548356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003445785,0.0001531049,0.0001916216,0.00002306931,0.00002366884,0.00002948087,0.0001205813,0.0001206764,0.0001113913],"category_scores_gemma":[0.00001415967,0.0001686877,0.00002887534,0.0001524489,0.0001012032,0.00004383336,0.00003951928,0.0001260289,2.666661e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004670707,"about_ca_system_score_gemma":0.00002571294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005386759,"about_ca_topic_score_gemma":9.540947e-7,"domain_scores_codex":[0.9992448,0.000005036011,0.0001998591,0.0002832426,0.0001234182,0.0001436357],"domain_scores_gemma":[0.9996507,0.00002856281,0.00006825437,0.000150367,0.00003616364,0.00006599013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001799332,0.00002584708,0.000340122,0.0006096517,0.00002647112,0.0000123459,0.00008393019,0.000104458,0.9950276,0.00002427289,0.000007021082,0.003720268],"study_design_scores_gemma":[0.0008120429,0.000006666064,0.0001383003,0.0001142955,0.00002195317,0.00005221749,0.00003374891,0.0147302,0.9824288,0.001183403,0.0002548543,0.0002235287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941316,0.0005456724,0.0008107739,0.0001044645,0.000007838525,0.00004258116,0.000008378531,0.00002401329,0.004324661],"genre_scores_gemma":[0.9986791,0.00008099373,0.001014955,0.00003638637,0.0000188099,0.000003618624,0.00006818678,0.00001792282,0.00008004494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01462574,"threshold_uncertainty_score":0.6878883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2062021316","doi":"10.1016/s0097-8485(00)00089-9","title":"Distributions and averages of molecular conformations","year":2001,"lang":"en","type":"article","venue":"Computers & Chemistry","topic":"Chemical Thermodynamics and Molecular Structure","field":"Chemistry","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 Saskatchewan","funders":"","keywords":"Range (aeronautics); Electron density; Molecule; Distribution (mathematics); Statistical physics; Chemical physics; Electron; Chemistry; Materials science; Physics; Mathematics; Quantum mechanics; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.003172510661755488,"gpt":0.1972702403521768,"spread":0.1940977296904213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000188569,0.0001266729,0.0001490399,0.000008845925,0.00004822144,0.00002202941,0.0001588369,0.0001078175,0.0001701165],"category_scores_gemma":[0.00001844347,0.000133255,0.00007565602,0.00007081481,0.0001100496,0.00003011944,0.0001081881,0.0001367935,9.617482e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002592459,"about_ca_system_score_gemma":0.00001968848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004099871,"about_ca_topic_score_gemma":1.181307e-7,"domain_scores_codex":[0.9993941,0.000002381704,0.0001832764,0.0001639018,0.0001048038,0.0001514878],"domain_scores_gemma":[0.9994878,0.00002516322,0.00007683472,0.0002629998,0.00005093435,0.00009632678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000553084,0.00002050812,0.000158834,0.0001103318,0.0000380716,0.00001459653,0.00003426315,0.00003565574,0.9959317,0.0007104575,0.00008124982,0.002858762],"study_design_scores_gemma":[0.0004039957,0.000002819164,0.0001276246,0.0000562216,0.00002620337,0.0001239268,0.00003148617,0.00280638,0.9897447,0.001257918,0.005235392,0.0001833461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705374,0.000236553,0.0111337,0.0001045761,0.00002169978,0.00002240069,0.00007360298,0.00004431251,0.01782572],"genre_scores_gemma":[0.9988647,0.00005953263,0.000677901,0.00003487293,0.00002991127,0.00000344213,0.0002047019,0.00001025462,0.0001147024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02832724,"threshold_uncertainty_score":0.5433983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047873655","doi":"10.1016/s0097-8485(00)80012-1","title":"Intelligent systems in molecular biology (ISMB98), 27 June–1 July, 1998, Montreal","year":2000,"lang":"en","type":"article","venue":"Computers & Chemistry","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biology; Library science; Environmental ethics; Computational biology; Computer science; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.009038390683431938,"gpt":0.2348205717300241,"spread":0.2257821810465922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003732996,0.0004564914,0.0005792347,0.0001001234,0.00007815359,0.000237268,0.002364375,0.0002827811,0.00004217304],"category_scores_gemma":[0.00002298085,0.000471226,0.0002002546,0.0006506782,0.0001736114,0.0001784731,0.000711042,0.0004682725,0.0002507704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816019,"about_ca_system_score_gemma":0.0001221991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000377113,"about_ca_topic_score_gemma":0.000009491882,"domain_scores_codex":[0.9967313,0.00014905,0.0007288529,0.001262093,0.00032492,0.0008037533],"domain_scores_gemma":[0.9978398,0.0002057359,0.0001360804,0.001465375,0.00006707673,0.000285912],"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":[0.00008483858,0.002191216,0.002142629,0.0008199508,0.0003072374,0.002016109,0.003204746,0.1281964,0.0384561,0.003109985,0.01657563,0.8028952],"study_design_scores_gemma":[0.001208854,0.0001187957,0.0005525254,0.0001870997,0.00001753237,0.0003785565,0.0000339298,0.9017195,0.01852524,0.00693125,0.06908497,0.001241813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1301043,0.00307738,0.8552217,0.000745285,0.002643498,0.000554471,0.00001345967,0.0007175417,0.006922407],"genre_scores_gemma":[0.9446504,0.0001566607,0.05251319,0.0005971708,0.000588771,0.00007614436,0.00005994095,0.0000603911,0.001297373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8145461,"threshold_uncertainty_score":0.9997739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}