{"meta":{"query_hash":"1b9175ab18fa","filters":{"venue":"AIRO Springer series/AIRO Springer Series"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/1b9175ab18fa","api":"https://metacan.xera.ac/api/v1/cohort?venue=AIRO+Springer+series%2FAIRO+Springer+Series"},"results":[{"id":"W3200592846","doi":"10.1007/978-3-030-57442-0","title":"Mathematical Optimization for Efficient and Robust Energy Networks","year":2021,"lang":"en","type":"book","venue":"AIRO Springer series/AIRO Springer Series","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Robust optimization; Mathematical optimization; Computer science; Set (abstract data type); Energy (signal processing); Work (physics); Optimization problem; Mathematics; Engineering; Mechanical engineering","score_opus":0.008297438189911386,"score_gpt":0.17382550683243178,"score_spread":0.1655280686425204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200592846","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030939055,0.014094659,0.8748846,0.0032568567,0.0013050411,0.00004150245,0.00019843264,0.00019433384,0.102930635],"genre_scores_gemma":[0.3297101,0.044557378,0.35736164,0.0015326516,0.0048915646,0.0006860299,0.0007827977,0.00084219465,0.25963572],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997384,0.000072811126,0.000012606727,0.000038367085,0.00011974432,0.00001802525],"domain_scores_gemma":[0.9996824,0.0001883464,0.000033836088,0.000035116955,0.00004678165,0.000013480185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061547826,0.0010848262,0.00093966053,0.0005235646,0.00024487238,0.0013634403,0.00075107795,0.0008479975,0.006133954],"category_scores_gemma":[0.0017182776,0.00043659692,0.00063725776,0.00097546756,0.0010075287,0.0014674636,0.00092627364,0.0022015844,0.0013834481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028715423,0.000031385276,0.00006980088,0.00023491727,0.000050295253,0.00002679238,0.000030337864,0.31530625,0.0011789575,0.5789104,0.034087505,0.0700446],"study_design_scores_gemma":[0.000009829395,0.000017881965,0.000121816964,0.00004301795,0.000011256406,0.000032051994,0.000011987537,0.55279577,0.0003683212,0.40875846,0.037817147,0.000012527824],"about_ca_topic_score_codex":0.0012821503,"about_ca_topic_score_gemma":0.0011302292,"teacher_disagreement_score":0.006133954,"about_ca_system_score_codex":0.0010670364,"about_ca_system_score_gemma":0.00054759876,"threshold_uncertainty_score":0.020520091},"labels":[],"label_agreement":null},{"id":"W4285213635","doi":"10.1007/978-3-030-95380-5_8","title":"Workload Balancing at Cross-Docking Platforms","year":2022,"lang":"en","type":"book-chapter","venue":"AIRO Springer series/AIRO Springer Series","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Workload; Truck; Container (type theory); Computer science; Integer programming; Operations research; Engineering; Operating system; Automotive engineering; Algorithm","score_opus":0.012482123896407375,"score_gpt":0.2071204750982882,"score_spread":0.19463835120188083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285213635","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16507654,0.004976739,0.73324007,0.0014255857,0.0020440465,0.00015481767,0.0004859893,0.0024812673,0.09011493],"genre_scores_gemma":[0.877132,0.001460614,0.06861924,0.00025333735,0.0005858824,0.00011889183,0.0006700987,0.0009674286,0.0501925],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992028,0.0001405754,0.000030852,0.00014412784,0.00021206768,0.00026966404],"domain_scores_gemma":[0.9992536,0.0002372094,0.000052804397,0.00015439103,0.00015514377,0.00014691114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007454338,0.0010994844,0.0011052286,0.00068224146,0.0011082366,0.002732719,0.0023215716,0.0010625584,0.016801842],"category_scores_gemma":[0.0024841938,0.00063798943,0.0005416888,0.0013408612,0.0004591687,0.0023883178,0.0022987996,0.0012019308,0.0030855485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000891824,0.00020645245,0.0011417742,0.0002916732,0.000089937465,0.00042172224,0.00016667957,0.653129,0.017782869,0.030258695,0.039847977,0.25577146],"study_design_scores_gemma":[0.000015962232,0.00011093065,0.00078243227,0.000029489102,0.000017162514,0.00015412582,0.00011871942,0.9638053,0.003581283,0.023419611,0.0079470305,0.000017881559],"about_ca_topic_score_codex":0.0023308252,"about_ca_topic_score_gemma":0.002604623,"teacher_disagreement_score":0.016801842,"about_ca_system_score_codex":0.0010400965,"about_ca_system_score_gemma":0.00064661296,"threshold_uncertainty_score":0.056207716},"labels":[],"label_agreement":null},{"id":"W4384434830","doi":"10.1007/978-3-031-28863-0_26","title":"Reducing the Supply-Chain Nervosity Thanks to Flexible Planning","year":2023,"lang":"en","type":"book-chapter","venue":"AIRO Springer series/AIRO Springer Series","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Transport Canada","funders":"","keywords":"Supply chain; Economic shortage; Bullwhip effect; Production (economics); Lexicographical order; Operations research; Range (aeronautics); Operations management; Computer science; Distribution (mathematics); Production planning; Distribution center; Business; Mathematical optimization; Supply chain management; Economics; Engineering; Microeconomics; Commerce; Mathematics; Marketing","score_opus":0.03550432182061139,"score_gpt":0.23020532659996282,"score_spread":0.19470100477935143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384434830","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040371347,0.0035802994,0.8543798,0.004317263,0.00057679944,0.00007702087,0.00026863502,0.0009724941,0.09545635],"genre_scores_gemma":[0.82256514,0.0045340396,0.1336079,0.0004380055,0.00033839888,0.000110258574,0.00024996555,0.00040353226,0.037752755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994091,0.00012655224,0.000022520126,0.00010182908,0.00022775016,0.000112251524],"domain_scores_gemma":[0.9987037,0.00057026895,0.00012402637,0.00033173774,0.0001574436,0.00011276329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007581327,0.0011687,0.0006701969,0.0006379563,0.0008546611,0.0029873361,0.0012465821,0.0010281556,0.014990466],"category_scores_gemma":[0.004058979,0.00052350963,0.0008182785,0.0016481957,0.0011969078,0.003718842,0.0027394616,0.0021290793,0.0014111565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002385384,0.00012329503,0.0009709755,0.00031035292,0.000101373305,0.00034403757,0.00025469612,0.40667546,0.0071097054,0.35414016,0.010185635,0.21954574],"study_design_scores_gemma":[0.00003643362,0.00015541875,0.0006398774,0.00012488403,0.00006912825,0.00018345666,0.00024508045,0.28763163,0.0038599372,0.6716416,0.03536765,0.00004500445],"about_ca_topic_score_codex":0.0024692735,"about_ca_topic_score_gemma":0.0031308332,"teacher_disagreement_score":0.014990466,"about_ca_system_score_codex":0.001313176,"about_ca_system_score_gemma":0.0017474772,"threshold_uncertainty_score":0.05014813},"labels":[],"label_agreement":null},{"id":"W4384435022","doi":"10.1007/978-3-031-28863-0_28","title":"Supply Chain Design and Cost Allocation in a Collaborative Three-Echelon Supply Network: A Literature Review","year":2023,"lang":"en","type":"review","venue":"AIRO Springer series/AIRO Springer Series","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Supply chain; Flexibility (engineering); Service management; Key (lock); Supply chain management; Supply chain risk management; Process management; Process (computing); Computer science; Network planning and design; Supply chain network; Risk analysis (engineering); Business; Operations research; Operations management; Engineering; Marketing; Economics","score_opus":0.0385793196861864,"score_gpt":0.27129236914374966,"score_spread":0.23271304945756327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384435022","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000447001,0.9977253,0.00084554305,0.00015723957,0.000059513288,0.00001006516,0.000017904713,0.0000055370924,0.00073182455],"genre_scores_gemma":[0.003631877,0.9945643,0.0014120354,0.00006940125,0.00008800239,0.000010377966,0.000035996614,0.000002761382,0.00018518757],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9991554,0.00016256819,0.00014551103,0.00019447478,0.00028322046,0.000058713333],"domain_scores_gemma":[0.99608326,0.0025622891,0.00052719156,0.00007920741,0.00067308394,0.0000749519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002022598,0.0012274337,0.0021544523,0.0042730626,0.00035505742,0.0024244217,0.0016415828,0.0016408009,0.003716048],"category_scores_gemma":[0.004613845,0.0007853777,0.0011143863,0.010976621,0.00058802846,0.0029894842,0.0007558723,0.0008039258,0.00076416414],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083383005,0.00015156448,0.0007095481,0.0569115,0.0002775241,0.00012179548,0.00009084304,0.004932891,0.00045979858,0.0056392173,0.0068740356,0.9237479],"study_design_scores_gemma":[0.00017079763,0.0010058257,0.009978799,0.113229774,0.004701206,0.0029536204,0.0014030759,0.012109692,0.0027145888,0.021507826,0.82993066,0.0002941178],"about_ca_topic_score_codex":0.004430548,"about_ca_topic_score_gemma":0.0073662233,"teacher_disagreement_score":0.004430548,"about_ca_system_score_codex":0.0015568414,"about_ca_system_score_gemma":0.0033801459,"threshold_uncertainty_score":0.012431443},"labels":[],"label_agreement":null},{"id":"W4386433099","doi":"10.1007/978-3-031-38537-7_3","title":"An Overview of Benefits and Limitations of the Process Model Notation Applied for Modeling Patient Healthcare Trajectory","year":2023,"lang":"en","type":"book-chapter","venue":"AIRO Springer series/AIRO Springer Series","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré de Santé et Services Sociaux de Chaudière-Appalache; Université Laval; Centre hospitalier de l'Université Laval; Transport Canada","funders":"","keywords":"Business Process Model and Notation; Notation; Computer science; Process (computing); Health care; Process modeling; Process management; Domain (mathematical analysis); Task (project management); Business process; Business process modeling; Management science; Work in process; Systems engineering; Engineering; Operations management","score_opus":0.10856456245764684,"score_gpt":0.2639149131041854,"score_spread":0.15535035064653857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386433099","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011589244,0.0073026814,0.9626808,0.0021378065,0.0007482304,0.00011022777,0.0008176124,0.0022990666,0.022744602],"genre_scores_gemma":[0.021367121,0.016949695,0.9377617,0.0010608435,0.0004107263,0.00031028094,0.0017835523,0.0013799005,0.018976023],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820006,0.0006905271,0.00025815394,0.00022601998,0.0005533803,0.00007191767],"domain_scores_gemma":[0.9962721,0.0023177925,0.00014552737,0.0005686147,0.00060762896,0.00008839284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005406823,0.0013132691,0.00080910913,0.0019292663,0.00073970796,0.0076412437,0.002563842,0.0020999338,0.010572533],"category_scores_gemma":[0.008498099,0.0009993798,0.001912551,0.0042115105,0.00089007575,0.007872817,0.0017289583,0.0047239214,0.0057762004],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000655928,0.00008819207,0.0006223233,0.0011406982,0.00008031029,0.00047153645,0.00074948394,0.037876286,0.0031409003,0.6547095,0.041820418,0.2592346],"study_design_scores_gemma":[0.000020572083,0.000081342834,0.00030007932,0.0011094331,0.000118789714,0.0010265335,0.00026315884,0.17478803,0.0033196073,0.24055557,0.57832134,0.000095470066],"about_ca_topic_score_codex":0.004642236,"about_ca_topic_score_gemma":0.0049208268,"teacher_disagreement_score":0.010572533,"about_ca_system_score_codex":0.0013139923,"about_ca_system_score_gemma":0.0024178433,"threshold_uncertainty_score":0.03536862},"labels":[],"label_agreement":null},{"id":"W4393372583","doi":"10.1007/978-3-031-47686-0_24","title":"A Continuous Time Physical Graph Based Formulation to Scheduled Service Network Design","year":2024,"lang":"en","type":"book-chapter","venue":"AIRO Springer series/AIRO Springer Series","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Network planning and design; Graph; Computer network; Theoretical computer science","score_opus":0.013612478013130118,"score_gpt":0.21244340084731012,"score_spread":0.19883092283418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393372583","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019031639,0.00018495145,0.99259925,0.00023515765,0.0001373084,0.00005916034,0.000051068164,0.00007086024,0.0047591147],"genre_scores_gemma":[0.4441095,0.0012646819,0.5230387,0.00059119624,0.0005964252,0.00075029256,0.00032408617,0.00047611215,0.028849015],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99934727,0.00027048454,0.000020998295,0.00009124306,0.00021016979,0.000059856015],"domain_scores_gemma":[0.9988458,0.0007557647,0.000061493614,0.000050362098,0.00021295236,0.00007365433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015725902,0.0013442758,0.0011261742,0.0006440231,0.000563199,0.0017152686,0.0022591506,0.0016800298,0.008773982],"category_scores_gemma":[0.0034285919,0.001001407,0.0011195531,0.0012053979,0.001069998,0.0013472621,0.0012402756,0.0021323469,0.0007861789],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001407711,0.000021509908,0.000041402716,0.000041703654,0.000011267273,0.000027331069,0.00002035292,0.96281385,0.0003002139,0.028633187,0.0012681525,0.00680698],"study_design_scores_gemma":[0.000004275089,0.000007584728,0.000010560664,0.0000035139235,0.0000030310064,0.0000030371752,0.0000035815283,0.9907539,0.000039074406,0.008625247,0.0005444619,0.0000018271857],"about_ca_topic_score_codex":0.008176687,"about_ca_topic_score_gemma":0.009081963,"teacher_disagreement_score":0.008773982,"about_ca_system_score_codex":0.001984721,"about_ca_system_score_gemma":0.0025380936,"threshold_uncertainty_score":0.02935189},"labels":[],"label_agreement":null},{"id":"W4415028862","doi":"10.1007/978-3-031-90095-2_17","title":"Complexity Results on the Bi-Level Interdiction Knapsack Problem with Unit Interdiction Costs or Unit Weights","year":2025,"lang":"en","type":"book-chapter","venue":"AIRO Springer series/AIRO Springer Series","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Interdiction; Knapsack problem; Continuous knapsack problem; Unitary state; Computational complexity theory; Constraint (computer-aided design); Unit (ring theory)","score_opus":0.031084441165000136,"score_gpt":0.2327682559565606,"score_spread":0.20168381479156045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415028862","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039083373,0.013321771,0.77062136,0.0072042197,0.0014725346,0.00026234274,0.0028046612,0.0005594465,0.16467021],"genre_scores_gemma":[0.5134817,0.018883292,0.3428485,0.0031178067,0.0034831422,0.0012969124,0.007180597,0.0015402846,0.108167775],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982626,0.0004220907,0.00007946236,0.00035984223,0.0005690388,0.00030698895],"domain_scores_gemma":[0.9921544,0.0059712995,0.00038303316,0.00060786086,0.0005972367,0.00028610812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015065229,0.0023593083,0.0018614163,0.0016353584,0.0011142943,0.0054749916,0.0040567666,0.0020821919,0.024637572],"category_scores_gemma":[0.010025226,0.0010187834,0.0020340842,0.0049744677,0.0014828969,0.010232537,0.0030300682,0.00753872,0.0025593427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035647326,0.00044406694,0.0010821248,0.0012929069,0.0002215154,0.00020861784,0.00031371563,0.35812923,0.0019122984,0.47544962,0.059743173,0.100846216],"study_design_scores_gemma":[0.000031365125,0.00004724611,0.0005282442,0.000115822375,0.00006126229,0.00009113128,0.00011836497,0.44602075,0.0005051701,0.54427576,0.008170202,0.000034669254],"about_ca_topic_score_codex":0.0055091563,"about_ca_topic_score_gemma":0.0056797154,"teacher_disagreement_score":0.024637572,"about_ca_system_score_codex":0.003409373,"about_ca_system_score_gemma":0.0018474516,"threshold_uncertainty_score":0.082420945},"labels":[],"label_agreement":null}]}