{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"1925e120a8cf","filters":{"venue":"Journal of the Air Transport Research Society"}},"results":[{"id":"W4395479504","doi":"10.1016/j.jatrs.2024.100014","title":"Status quo and challenges in air transport management research","year":2024,"lang":"en","type":"article","venue":"Journal of the Air Transport Research Society","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"H2020 European Research Council; Agencia Estatal de Investigación; European Research Council; Horizon 2020 Framework Programme; National Natural Science Foundation of China; European Commission","keywords":"Status quo; Business; Air transport; Political science; Aeronautics; Engineering","authors":[{"name":"Sebastian Wandelt","is_ca":false},{"name":"Constantinos Antoniou","is_ca":false},{"name":"Sebastian Birolini","is_ca":false},{"name":"Daniel Delahaye","is_ca":false},{"name":"Martin Dresner","is_ca":false},{"name":"Xiaowen Fu","is_ca":false},{"name":"Stefan Gößling","is_ca":false},{"name":"Seock‐Jin Hong","is_ca":false},{"name":"Amedeo R. Odoni","is_ca":false},{"name":"Massimiliano Zanin","is_ca":false},{"name":"Anming Zhang","is_ca":true},{"name":"Hui Zhang","is_ca":false},{"name":"Yahua Zhang","is_ca":false},{"name":"Xiaoqian Sun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0962429959390587,"gpt":0.3340518960298455,"spread":0.2378089000907868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06596867,0.0007526707,0.001748123,0.01073428,0.006205707,0.03032865,0.004306256,0.009439192,0.009134903],"category_scores_gemma":[0.08280025,0.0007372063,0.001366773,0.0149784,0.01081022,0.04487929,0.007012483,0.009626399,0.002880055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009185228,"about_ca_system_score_gemma":0.01853551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006280771,"about_ca_topic_score_gemma":0.006451748,"domain_scores_codex":[0.9652662,0.01475128,0.003132896,0.004780856,0.009888486,0.002180286],"domain_scores_gemma":[0.805574,0.1433881,0.008343039,0.005654622,0.0301715,0.006868787],"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":[0.0003913528,0.0003160938,0.01250674,0.008332442,0.0001186158,0.0002775922,0.004860007,0.002903713,0.00119655,0.3713963,0.09717089,0.5005296],"study_design_scores_gemma":[0.00004428056,0.0002043223,0.009163721,0.01088822,0.00008652286,0.0003992812,0.02537458,0.00694357,0.0006731852,0.4033876,0.5425923,0.0002424738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01547556,0.3432529,0.00810045,0.6087759,0.006082054,0.00007458506,0.0009284648,0.0001433347,0.01716673],"genre_scores_gemma":[0.3500556,0.5220535,0.02911437,0.0608962,0.02663941,0.0005047065,0.002524888,0.0002885087,0.007922845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06596867,"threshold_uncertainty_score":0.3488798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398181244","doi":"10.1016/j.jatrs.2024.100013","title":"Airline competition: A comprehensive review of recent research","year":2024,"lang":"en","type":"review","venue":"Journal of the Air Transport Research Society","topic":"Aviation Industry Analysis and Trends","field":"Economics, Econometrics and Finance","cited_by":45,"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":"National Natural Science Foundation of China","keywords":"Competition (biology); Aviation; Business; Industrial organization; Sustainability; Service (business); Quality (philosophy); Marketing; Engineering","authors":[{"name":"Xiaoqian Sun","is_ca":false},{"name":"Changhong Zheng","is_ca":false},{"name":"Sebastian Wandelt","is_ca":false},{"name":"Anming Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4444753531952698,"gpt":0.4731735257770701,"spread":0.02869817258180035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00208164,0.0009970764,0.001814171,0.005981705,0.0005173573,0.002622654,0.001000313,0.001593657,0.006382908],"category_scores_gemma":[0.005367968,0.0005669714,0.001224836,0.01174659,0.000639299,0.002762029,0.000839934,0.001304195,0.0008921539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002327232,"about_ca_system_score_gemma":0.006096317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006041838,"about_ca_topic_score_gemma":0.009852521,"domain_scores_codex":[0.9990357,0.0002294863,0.0001742573,0.0001821696,0.0003013206,0.00007708913],"domain_scores_gemma":[0.9952113,0.003515761,0.0004902531,0.00005745674,0.0006069298,0.0001183724],"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":[0.0001483767,0.0001236077,0.001058992,0.1747839,0.0004840694,0.0002654291,0.0004900523,0.001499822,0.0006151687,0.0160311,0.04708697,0.7574124],"study_design_scores_gemma":[0.00002102115,0.0001629339,0.004080154,0.07059445,0.0006370735,0.0006534002,0.0005450857,0.0002522238,0.0001965078,0.004107296,0.9186988,0.00005099415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001778,0.998782,0.00005582769,0.0003240404,0.00007472929,0.000003436882,0.00002837881,0.000002129718,0.0005517525],"genre_scores_gemma":[0.001180078,0.9983442,0.00008344962,0.0001505353,0.00008965447,0.000004591629,0.00003297386,0.000001131525,0.000113413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006382908,"threshold_uncertainty_score":0.02135295,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401630122","doi":"10.1016/j.jatrs.2024.100039","title":"Assessment of aircraft leasing efficiency: An airline perspective","year":2024,"lang":"en","type":"article","venue":"Journal of the Air Transport Research Society","topic":"Aviation Industry Analysis and Trends","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Coventry University; Association Canadienne d’Anthropologie Physique; Sigma Theta Tau International","keywords":"Perspective (graphical); Business; Aeronautics; Computer science; Engineering; Artificial intelligence","authors":[{"name":"Kristina Marintseva","is_ca":false},{"name":"Roxani Athousaki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09148664243905962,"gpt":0.3853192825651915,"spread":0.2938326401261319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961733,0.001114824,0.0007128158,0.003478399,0.0003547149,0.005642612,0.0008884367,0.00109399,0.00396107],"category_scores_gemma":[0.004324571,0.0003249903,0.0007632864,0.00273221,0.0009101728,0.005667726,0.001390316,0.001066777,0.0007383315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002242627,"about_ca_system_score_gemma":0.0009254065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007172011,"about_ca_topic_score_gemma":0.00559857,"domain_scores_codex":[0.9975901,0.0009248067,0.000154137,0.0002643835,0.0009076158,0.0001590712],"domain_scores_gemma":[0.996838,0.001280011,0.0006593136,0.0001871934,0.0009046075,0.0001309267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003567948,0.0002732413,0.09953159,0.001502921,0.0006776233,0.001540317,0.002201096,0.4470204,0.02346275,0.1353745,0.005441797,0.282617],"study_design_scores_gemma":[0.00003181041,0.002047039,0.130134,0.001828932,0.0004927496,0.00255865,0.008479916,0.6094202,0.02612639,0.0791546,0.1393333,0.0003924389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3731111,0.02324509,0.4655847,0.004971313,0.0001785805,0.0002707364,0.001647265,0.00031754,0.1306738],"genre_scores_gemma":[0.9480599,0.007680744,0.03802585,0.0002130252,0.0001321821,0.00004077756,0.0004276265,0.00006552398,0.005354418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007172011,"threshold_uncertainty_score":0.01627147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402653363","doi":"10.1016/j.jatrs.2024.100041","title":"The air transport research society world conference: A data science-based literature review on the years 2014–2024","year":2024,"lang":"en","type":"article","venue":"Journal of the Air Transport Research Society","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":4,"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":"Beihang University","keywords":"Data science; Engineering ethics; Regional science; Political science; Management science; Sociology; Engineering; Computer science","authors":[{"name":"Anming Zhang","is_ca":true},{"name":"Yulai Wan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1076658012522325,"gpt":0.3639666735523194,"spread":0.2563008723000869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01618901,0.001247566,0.002376493,0.05764462,0.001477018,0.004800878,0.001400896,0.001638014,0.01018028],"category_scores_gemma":[0.0448346,0.0006643349,0.0023489,0.05342812,0.0008450904,0.005578417,0.003103424,0.001982388,0.00287841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005353494,"about_ca_system_score_gemma":0.02191712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.011213,"about_ca_topic_score_gemma":0.02839649,"domain_scores_codex":[0.9907725,0.002789226,0.002164316,0.0006666953,0.003144873,0.0004623001],"domain_scores_gemma":[0.9377819,0.02317406,0.008361885,0.001044252,0.02712107,0.002516888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003829055,0.00009027788,0.009115771,0.1156212,0.001242741,0.0002871694,0.0009234137,0.0006761962,0.0008841186,0.004707414,0.4428689,0.4231999],"study_design_scores_gemma":[0.00004631566,0.0001737663,0.02808193,0.09742004,0.001956437,0.0003067739,0.001478794,0.0003426536,0.0005204344,0.00140756,0.8681473,0.0001180414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003635524,0.9513635,0.001476849,0.01447473,0.006883597,0.0003475951,0.01648202,0.0001432711,0.005192801],"genre_scores_gemma":[0.0211739,0.9378258,0.004794652,0.004000465,0.003612479,0.0008883868,0.02382163,0.0001097934,0.003772921],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9423554,"threshold_uncertainty_score":0.08561671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409716567","doi":"10.1016/j.jatrs.2025.100069","title":"Resilience in the face of disruptions: Assessing the impacts of COVID-19 and geopolitical conflicts on global airport connectivity","year":2025,"lang":"en","type":"article","venue":"Journal of the Air Transport Research Society","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Resilience (materials science); Geopolitics; Coronavirus disease 2019 (COVID-19); Face (sociological concept); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Psychological resilience; Political science; Environmental resource management; Environmental planning; Business; Geography; Sociology; Psychology; Virology; Environmental science; Politics; Social psychology; Law; Medicine; Social science","authors":[{"name":"Maozhu Liao","is_ca":true},{"name":"Tommy Cheung","is_ca":false},{"name":"Collin Wong","is_ca":false},{"name":"Anming Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04760488554167774,"gpt":0.4005036070779428,"spread":0.3528987215362651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000915291,0.0003809044,0.0002161327,0.002566382,0.0004204075,0.001491403,0.0003355628,0.0004956772,0.001670101],"category_scores_gemma":[0.00643107,0.0001052383,0.000420471,0.002683582,0.0006854146,0.002635742,0.001878898,0.0005318226,0.0001771725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009960439,"about_ca_system_score_gemma":0.0008014349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01384011,"about_ca_topic_score_gemma":0.01437742,"domain_scores_codex":[0.9995728,0.0001286623,0.00004207248,0.00006896027,0.00007502005,0.0001124734],"domain_scores_gemma":[0.9976609,0.0006004242,0.0009780522,0.000137276,0.0002871106,0.0003362859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001592244,0.00006470175,0.941838,0.00005607149,0.0001900447,0.0003778203,0.001291898,0.03180437,0.0006666129,0.003539197,0.0008842421,0.01912785],"study_design_scores_gemma":[0.000006508338,0.0002713762,0.9228517,0.00009129938,0.00009910586,0.0002804995,0.0126508,0.05467759,0.0006270281,0.005324268,0.003071086,0.00004865735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950597,0.0001450679,0.001612611,0.0003133912,0.00001189936,0.00001769125,0.0004586712,0.00001264561,0.002368334],"genre_scores_gemma":[0.9992945,0.00007232284,0.0003051277,0.00001069511,0.000004242404,0.000007010155,0.0002103327,0.000001879922,0.0000938061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01384011,"threshold_uncertainty_score":0.02751911,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116965012","doi":"10.1016/j.jatrs.2025.100100","title":"Self-financing of transport infrastructure for multiple types of transport services and capacities","year":2025,"lang":"en","type":"article","venue":"Journal of the Air Transport Research Society","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Policy Research Center, National Graduate Institute for Policy Studies; Japan Society for the Promotion of Science; Social Sciences and Humanities Research Council of Canada","keywords":"Transport infrastructure; Measure (data warehouse); Government (linguistics); Work (physics); Key (lock)","authors":[{"name":"Yukihiro Kidokoro","is_ca":false},{"name":"ANMING ZHANG","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0183317294515228,"gpt":0.257658056136585,"spread":0.2393263266850622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002625059,0.000580545,0.001321728,0.0009584082,0.0007106097,0.002762818,0.001545172,0.001839191,0.008755708],"category_scores_gemma":[0.008034966,0.000576667,0.001701731,0.0006381731,0.002019256,0.004393371,0.002455785,0.00221027,0.0003053064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747624,"about_ca_system_score_gemma":0.001753605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004117546,"about_ca_topic_score_gemma":0.002997063,"domain_scores_codex":[0.9987298,0.0003374382,0.00005584378,0.0002168044,0.000165789,0.0004943587],"domain_scores_gemma":[0.9924154,0.003738614,0.001936711,0.0007151808,0.0006429011,0.0005513183],"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":[0.0001641211,0.0001235366,0.01080699,0.0002071251,0.0001044385,0.001268234,0.0003450261,0.1328729,0.002711636,0.8340447,0.002982611,0.01436863],"study_design_scores_gemma":[0.0001117719,0.000214012,0.01126997,0.0002143931,0.0001886643,0.001085311,0.0007953671,0.481279,0.003845743,0.49155,0.009366071,0.00007956433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7047588,0.0008402357,0.2325601,0.005902805,0.0001051184,0.0002188294,0.000702497,0.0001449756,0.05476677],"genre_scores_gemma":[0.9903774,0.0002270895,0.004569774,0.000104614,0.00004877069,0.0000437063,0.00005585943,0.00001615217,0.004556634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008755708,"threshold_uncertainty_score":0.0292908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}