{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":15,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":15,"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":"ab7e740ff3cd","filters":{"venue":"Lecture notes in operations research"}},"results":[{"id":"W4321354064","doi":"10.1007/978-3-031-18679-0_9","title":"Gas Gauge: A Security Analysis Tool for Smart Contract Out-of-Gas Vulnerabilities","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer security; Database transaction; Computer science; Gauge (firearms); Identification (biology); Component (thermodynamics); Solidity; Set (abstract data type); Database; Physics","authors":[{"name":"Behkish Nassirzadeh","is_ca":true},{"name":"Huaiying Sun","is_ca":false},{"name":"Sebastian Bănescu","is_ca":false},{"name":"Vijay Ganesh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04953986426450092,"gpt":0.3502288363419219,"spread":0.300688972077421,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109405,0.001566085,0.0005348078,0.002943034,0.000460965,0.001891859,0.001274593,0.001026941,0.02008769],"category_scores_gemma":[0.00403378,0.0006766236,0.0009066197,0.00103921,0.000639373,0.003930078,0.001686548,0.001370374,0.004317088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006779859,"about_ca_system_score_gemma":0.001135209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077321,"about_ca_topic_score_gemma":0.002479471,"domain_scores_codex":[0.9994498,0.00008794897,0.00003034673,0.0000765466,0.0002925354,0.00006284069],"domain_scores_gemma":[0.9985865,0.000800229,0.0001595033,0.0002214711,0.0001812363,0.00005114181],"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":[0.0005540444,0.0002548904,0.01181495,0.001058072,0.000262342,0.001202922,0.0008151315,0.1268878,0.02049029,0.1732787,0.197793,0.4655879],"study_design_scores_gemma":[0.00007651318,0.0001078869,0.001835256,0.0002297819,0.00009871886,0.0008091941,0.0002069624,0.7497385,0.02414629,0.1215448,0.1010925,0.0001134924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02259564,0.0004697607,0.7975214,0.0006785741,0.0001524441,0.0002637407,0.004985437,0.1510581,0.02227487],"genre_scores_gemma":[0.4283672,0.001140928,0.5190729,0.0006204208,0.0001800757,0.0004707806,0.008471086,0.01695724,0.02471943],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02008769,"threshold_uncertainty_score":0.06720001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404977062","doi":"10.1007/978-3-031-68974-1_4","title":"Global Trends in Cryptocurrency Regulation: An Overview","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Cryptocurrency; Business; Computer science; Economics; World Wide Web","authors":[{"name":"Xihan Xiong","is_ca":false},{"name":"Junliang Luo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08752759971883539,"gpt":0.4044004986391376,"spread":0.3168728989203022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007636182,0.0005819602,0.0004089485,0.002874475,0.0003878823,0.002926433,0.0005618224,0.001315839,0.007885155],"category_scores_gemma":[0.0008335603,0.000282522,0.00029009,0.008142008,0.001014382,0.004536997,0.001065315,0.001619361,0.002047903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859495,"about_ca_system_score_gemma":0.001355051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203779,"about_ca_topic_score_gemma":0.001816149,"domain_scores_codex":[0.9996337,0.00006716715,0.00002480683,0.00006433121,0.0001428463,0.00006718073],"domain_scores_gemma":[0.9995167,0.0002163061,0.00006959347,0.00003514607,0.0001190235,0.00004326621],"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":[0.00006982878,0.0000785856,0.001124178,0.002662677,0.0000283355,0.0001481164,0.0002845195,0.002905374,0.0009394868,0.2556885,0.05851222,0.6775582],"study_design_scores_gemma":[0.0000067215,0.00008102061,0.002342759,0.001716648,0.00002568026,0.0005088762,0.0002876954,0.001536423,0.0006687718,0.05186102,0.9409446,0.00001987337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005379012,0.867534,0.009276912,0.008449133,0.001669765,0.00003353258,0.000227877,0.0001907687,0.1072391],"genre_scores_gemma":[0.06225856,0.9020503,0.004168236,0.002554569,0.002733799,0.00003994921,0.0004811677,0.00008497429,0.02562841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007885155,"threshold_uncertainty_score":0.02637845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210586797","doi":"10.1007/978-981-16-8656-6_5","title":"QL4POMR Interface as a Graph-Based Clinical Diagnosis Web Service","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Schema (genetic algorithms); SOAP; Interface (matter); Computer science; World Wide Web; Medical record; Medicine; Information retrieval; Surgery","authors":[{"name":"Sabah Mohammed","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true},{"name":"Darien Sawyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1008286681840504,"gpt":0.4373734154501951,"spread":0.3365447472661447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001579748,0.000957517,0.0007890137,0.002718952,0.0003715025,0.00258429,0.001874112,0.001630236,0.1026891],"category_scores_gemma":[0.005430481,0.000587492,0.001062512,0.001551021,0.0003668969,0.001577606,0.003071069,0.0008840183,0.0354427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153057,"about_ca_system_score_gemma":0.0009210882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432222,"about_ca_topic_score_gemma":0.004219379,"domain_scores_codex":[0.999359,0.0001783554,0.00007894992,0.0001128782,0.0002156979,0.00005505158],"domain_scores_gemma":[0.997863,0.001239378,0.00008594063,0.0003267071,0.0003169288,0.000168166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002235953,0.0003434309,0.004114233,0.001579622,0.0002179122,0.00161025,0.0005206245,0.008439003,0.01969472,0.02533506,0.5320474,0.4038618],"study_design_scores_gemma":[0.000918094,0.0001972996,0.003757766,0.0003860185,0.0001675193,0.001509386,0.0002358471,0.1516447,0.03063097,0.04417225,0.7661752,0.0002048895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006895222,0.0003757447,0.5011516,0.001721107,0.0002915703,0.0006783869,0.03430341,0.4196009,0.03498207],"genre_scores_gemma":[0.1851336,0.001369297,0.504775,0.007680613,0.0004490128,0.001794884,0.1307303,0.07080378,0.09726357],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1026891,"threshold_uncertainty_score":0.3435292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3213464317","doi":"10.1007/978-3-030-90275-9_29","title":"Crowdsourcing Electrified Mobility for Omni-Sharing Distributed Energy Resources","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Energy storage; Scalability; Energy market; Distributed computing; Distributed generation; Environmental economics; Renewable energy; Engineering; Economics","authors":[{"name":"Wenqing Ai","is_ca":false},{"name":"Tianhu Deng","is_ca":false},{"name":"Wei Qi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04848640905911988,"gpt":0.3177284768420278,"spread":0.2692420677829079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004285823,0.0004781655,0.0006073198,0.000263824,0.0005961171,0.0008900245,0.001219657,0.0007952459,0.004985195],"category_scores_gemma":[0.001121749,0.0002301595,0.0005238443,0.000478104,0.0005215727,0.0009859425,0.001904588,0.0006673501,0.0006697417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006117792,"about_ca_system_score_gemma":0.0004334864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003013677,"about_ca_topic_score_gemma":0.004902378,"domain_scores_codex":[0.9997981,0.00004249453,0.000005536021,0.00004551265,0.00007049164,0.00003795985],"domain_scores_gemma":[0.9997603,0.0001296867,0.00001089349,0.0000415789,0.00003829044,0.00001930133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002555862,0.0001172495,0.0005147993,0.0001599047,0.00007942361,0.0004506083,0.0003464805,0.7348498,0.01276985,0.04793601,0.01215862,0.1903618],"study_design_scores_gemma":[0.0000172559,0.00005688367,0.000196089,0.00001464044,0.0000126238,0.00006731925,0.0001342001,0.961274,0.001627682,0.02716244,0.009420061,0.00001687332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.08209711,0.001122976,0.8537007,0.0008844063,0.0007894991,0.0001239454,0.000129096,0.0007525598,0.06039958],"genre_scores_gemma":[0.9339966,0.0004155799,0.03672361,0.0001233379,0.0001066374,0.00006301548,0.00009781097,0.00008882726,0.0283846],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004985195,"threshold_uncertainty_score":0.01667708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321353894","doi":"10.1007/978-3-031-18679-0","title":"Mathematical Research for Blockchain Economy","year":2023,"lang":"en","type":"book","venue":"Lecture notes in operations research","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Blockchain; Computer science; Computer security","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1014886983855131,"gpt":0.4048084801507048,"spread":0.3033197817651916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231683,0.0009317881,0.0009090608,0.001773624,0.001135855,0.002906251,0.0009150168,0.00167946,0.01455219],"category_scores_gemma":[0.006144177,0.0004222701,0.0007770087,0.00282245,0.002805033,0.007539955,0.001443957,0.004092847,0.002677004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003186739,"about_ca_system_score_gemma":0.001326236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675237,"about_ca_topic_score_gemma":0.001067737,"domain_scores_codex":[0.9995244,0.0001656298,0.00002498069,0.00007826389,0.0001637461,0.00004298309],"domain_scores_gemma":[0.9975176,0.001704177,0.000143831,0.0002445913,0.0002914054,0.00009828169],"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":[0.000002347253,0.000006345986,0.00002082939,0.0000397806,0.000003585123,0.000007671456,0.00001785113,0.001715775,0.00005848887,0.991457,0.003737081,0.002933244],"study_design_scores_gemma":[0.000001392329,0.00000154945,0.00001935602,0.00001147094,0.00000167188,0.000008052246,0.00000601348,0.004319,0.00002595173,0.9900388,0.005564709,0.000002057224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02311416,0.0411837,0.4608423,0.02760557,0.00281795,0.00007502706,0.000810579,0.0003737223,0.443177],"genre_scores_gemma":[0.6308604,0.0590107,0.1115804,0.004647269,0.007584379,0.0005440986,0.001092419,0.0005766816,0.1841037],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01455219,"threshold_uncertainty_score":0.04868186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409808793","doi":"10.1007/978-3-031-78227-5_5","title":"Pollution Accumulation and Abatement Policy in a Supply Chain","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Pollution; Supply chain; Environmental science; Natural resource economics; Economics; Biology; Ecology; Marketing","authors":[{"name":"Fouad El Ouardighi","is_ca":false},{"name":"Jeong Eun Sim","is_ca":true},{"name":"Bowon Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.047796269476956,"gpt":0.3539723762199597,"spread":0.3061761067430037,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004450317,0.000520959,0.000399055,0.0007739585,0.00123865,0.003438687,0.0006707435,0.001820651,0.01153132],"category_scores_gemma":[0.001058365,0.0005349444,0.0006068789,0.00195752,0.001505174,0.004212467,0.001405297,0.001786878,0.0007037548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004010783,"about_ca_system_score_gemma":0.002663933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006437,"about_ca_topic_score_gemma":0.009707317,"domain_scores_codex":[0.9997379,0.00006112487,0.0000142562,0.00005709386,0.00006767487,0.00006181042],"domain_scores_gemma":[0.9996878,0.0001667418,0.00003736066,0.00001642647,0.00005959953,0.00003207849],"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":[0.0001048037,0.0001409594,0.001692906,0.0001730252,0.00003731623,0.0003428895,0.0003454395,0.1814732,0.001886583,0.7714443,0.006063526,0.03629506],"study_design_scores_gemma":[0.00001309781,0.0001164693,0.000990332,0.0000935161,0.00003286492,0.00006935999,0.0005361672,0.06111737,0.001486097,0.9098787,0.02563645,0.00002968059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1956864,0.01003601,0.1439465,0.01695964,0.0009692856,0.0001628173,0.0005447533,0.0002090531,0.6314856],"genre_scores_gemma":[0.810299,0.007030381,0.006130075,0.0003380334,0.0003071264,0.00005862214,0.00009924923,0.00005939149,0.1756781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01153132,"threshold_uncertainty_score":0.03857613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404977103","doi":"10.1007/978-3-031-68974-1_13","title":"AdChain: Decentralized Header Bidding","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"","keywords":"Header; Bidding; Computer science; Operations research; Business; Microeconomics; Economics; Computer network; Engineering","authors":[{"name":"Behkish Nassirzadeh","is_ca":true},{"name":"Albert Heinle","is_ca":true},{"name":"Stefanos Leonardos","is_ca":false},{"name":"M.A. Hasan","is_ca":true},{"name":"Vijay Ganesh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05875244763911047,"gpt":0.3597554543456986,"spread":0.3010030067065881,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069837,0.0005887721,0.0007438635,0.0008315503,0.00123698,0.002177316,0.00160969,0.0007584929,0.07319506],"category_scores_gemma":[0.002269951,0.0005658222,0.0003991692,0.001408546,0.0006038046,0.003029967,0.002102497,0.001459258,0.01104301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101227,"about_ca_system_score_gemma":0.001773537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002593528,"about_ca_topic_score_gemma":0.004553297,"domain_scores_codex":[0.9991958,0.0001909144,0.00003266039,0.0001247673,0.0003359788,0.0001199246],"domain_scores_gemma":[0.9991803,0.0002414542,0.00002581346,0.0003354886,0.0001346847,0.00008221587],"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":[0.0007685641,0.0003476763,0.0004251451,0.0002191613,0.00003650745,0.0001440153,0.0001572121,0.01835681,0.004853798,0.3479694,0.1401298,0.4865918],"study_design_scores_gemma":[0.000335982,0.0001199401,0.0004406946,0.00008244741,0.00003273651,0.0003557551,0.0000967079,0.271742,0.0141399,0.4314417,0.281148,0.00006415979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02051144,0.0007317791,0.629874,0.001265676,0.001050563,0.0004452731,0.002374794,0.01592436,0.3278221],"genre_scores_gemma":[0.3446419,0.0007158658,0.3175126,0.0005469635,0.0002756757,0.0004823573,0.004529925,0.003100107,0.3281946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07319506,"threshold_uncertainty_score":0.2448618,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413820465","doi":"10.1007/978-981-96-9697-0_80","title":"Coupler Life Prediction Based on LSTM","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence","authors":[{"name":"Amber Liu","is_ca":true},{"name":"Zilin Cai","is_ca":false},{"name":"Daqing Gong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03236145675041877,"gpt":0.3531091787758619,"spread":0.3207477220254431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002581841,0.0006372511,0.0005228893,0.0007911111,0.0002155732,0.0004609142,0.0006059547,0.0005690758,0.003796958],"category_scores_gemma":[0.0007766178,0.0001715321,0.0003431388,0.0007021945,0.0001403813,0.0009085723,0.0003722867,0.0007333939,0.002151594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969642,"about_ca_system_score_gemma":0.0002223322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002326821,"about_ca_topic_score_gemma":0.003492913,"domain_scores_codex":[0.999879,0.00001151795,0.000006049999,0.00004982034,0.00003318946,0.00002037831],"domain_scores_gemma":[0.999791,0.00007527151,0.00002184434,0.00002449518,0.00007375216,0.00001374794],"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":[0.0003176862,0.0001555888,0.002685847,0.0001140582,0.00005177506,0.0001851037,0.00005252824,0.1177992,0.02606244,0.001344922,0.01008491,0.8411461],"study_design_scores_gemma":[0.000003682569,0.00003884984,0.0008208283,0.00001003614,0.0000125637,0.00005577612,0.00001036914,0.9921054,0.00458372,0.001385587,0.0009651175,0.000008031887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1138965,0.002897416,0.8618115,0.0004855805,0.0006331669,0.00008704629,0.001587803,0.007692568,0.01090838],"genre_scores_gemma":[0.8747159,0.0008211953,0.1128201,0.0002327398,0.0002133131,0.0000774998,0.00217691,0.00023937,0.008702908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003796958,"threshold_uncertainty_score":0.01270211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404977180","doi":"10.1007/978-3-031-68974-1_16","title":"Profiting Off the High Correlation of Cryptocurrency Pairs Using Statistical Arbitrage","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Cryptocurrency; Statistical arbitrage; Econometrics; Correlation; Statistics; Mathematics; Economics; Financial economics; Computer science; Risk arbitrage; Capital asset pricing model; Computer security; Arbitrage pricing theory","authors":[{"name":"Ilias Kotsireas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0907408321600931,"gpt":0.3242943184955747,"spread":0.2335534863354816,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001429515,0.0007002919,0.001119188,0.0006049451,0.0004985073,0.001508336,0.0007080086,0.0009265054,0.003148873],"category_scores_gemma":[0.00622604,0.0005197399,0.000773817,0.001087771,0.00106499,0.003765052,0.002273731,0.001643309,0.0007696409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003369869,"about_ca_system_score_gemma":0.0007085185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969105,"about_ca_topic_score_gemma":0.0003519504,"domain_scores_codex":[0.9994192,0.0001799711,0.00003183882,0.000105142,0.000179322,0.00008457226],"domain_scores_gemma":[0.9975024,0.001455584,0.0001767305,0.0005700666,0.0001705712,0.0001247243],"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":[0.001236686,0.0002487848,0.004470192,0.0002554994,0.0002866572,0.001044885,0.0003033909,0.1542688,0.06624003,0.3766454,0.006176441,0.3888233],"study_design_scores_gemma":[0.00004772605,0.0001523759,0.000573346,0.00001200462,0.00004263526,0.0002933498,0.0000347943,0.8297324,0.009930954,0.1578977,0.001263186,0.00001968773],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1165739,0.0003171336,0.8755507,0.0003259451,0.00009101386,0.00003567105,0.00003538171,0.000508639,0.006561687],"genre_scores_gemma":[0.840151,0.0002442523,0.1531263,0.0001150112,0.0001207685,0.00004210643,0.0001192249,0.0001843861,0.005896831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003148873,"threshold_uncertainty_score":0.01053405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387623964","doi":"10.1007/978-981-99-2625-1_4","title":"Translational Medicine Informatics Services from the Bedside Over QL4POMR","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Health informatics; Interoperability; DrugBank; Health care; Data science; Computer science; Translational medicine; World Wide Web; Translational research; Medicine; Nursing","authors":[{"name":"Sabah Mohammed","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true},{"name":"Darien Sawyer","is_ca":true},{"name":"Peter Sertic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2750012105899967,"gpt":0.4706766734006132,"spread":0.1956754628106165,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002763948,0.0005803253,0.0004513606,0.001290827,0.001165864,0.00461008,0.001900917,0.001035406,0.3498525],"category_scores_gemma":[0.005236638,0.0006663355,0.0005248872,0.002278607,0.0005235246,0.002637159,0.006350126,0.001781133,0.08295237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003379619,"about_ca_system_score_gemma":0.006053062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157667,"about_ca_topic_score_gemma":0.02193734,"domain_scores_codex":[0.9981949,0.0005248133,0.0001028522,0.0002957914,0.0003969868,0.0004847392],"domain_scores_gemma":[0.995405,0.0009615892,0.0002923702,0.000505623,0.0007240201,0.002111397],"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":[0.000438531,0.0001617993,0.003533471,0.0002003611,0.00002136678,0.0004026753,0.0004213217,0.0006509177,0.002106113,0.009751543,0.5545337,0.4277782],"study_design_scores_gemma":[0.0001268057,0.0001482094,0.006330024,0.0001878251,0.00001714347,0.0003138258,0.0004668293,0.003224895,0.001283679,0.006091547,0.9817744,0.00003473991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03473544,0.00247757,0.05523736,0.03810571,0.001914757,0.0009036732,0.01676902,0.03277444,0.817082],"genre_scores_gemma":[0.1490055,0.002553415,0.04749748,0.01989796,0.002128219,0.0004829174,0.01671859,0.006210746,0.7555051],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3498525,"threshold_uncertainty_score":0.9273565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409809421","doi":"10.1007/978-3-031-78227-5_1","title":"Controlling Pollution and Environmental Absorption Capacity","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Absorption capacity; Pollution; Environmental science; Absorption (acoustics); Environmental protection; Materials science; Engineering; Ecology; Chemical engineering; Biology","authors":[{"name":"Fouad El Ouardighi","is_ca":false},{"name":"Hassan Benchekroun","is_ca":true},{"name":"Dieter Graß","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02675667804621231,"gpt":0.2816942609441757,"spread":0.2549375828979634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002560716,0.0005816904,0.0003189785,0.0004366656,0.0003202586,0.001542372,0.0007427867,0.0006482009,0.01614122],"category_scores_gemma":[0.0009244406,0.000361512,0.0003200818,0.0005537223,0.001220194,0.002474342,0.0009026814,0.001102847,0.001309782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008454416,"about_ca_system_score_gemma":0.0004115951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995501,"about_ca_topic_score_gemma":0.001471761,"domain_scores_codex":[0.9997409,0.00003644337,0.000006216687,0.00005495132,0.00009985753,0.00006163085],"domain_scores_gemma":[0.9996349,0.0002484902,0.0000220192,0.00004776876,0.0000357118,0.00001107174],"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":[0.00009424141,0.0001847746,0.0007177858,0.0002770102,0.00003678722,0.0001477507,0.0001723649,0.09767245,0.04637927,0.6924874,0.01022897,0.1516013],"study_design_scores_gemma":[0.0000286985,0.0001437068,0.001900565,0.0000833555,0.00004839697,0.000255042,0.0003226227,0.1103038,0.086167,0.6826807,0.1179985,0.00006758012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0765301,0.01189837,0.1432479,0.003430322,0.0005717132,0.00005318461,0.0002097473,0.0006692798,0.7633895],"genre_scores_gemma":[0.7736181,0.006084596,0.009610323,0.0004291846,0.000215556,0.00006397934,0.0001192957,0.0002098396,0.2096491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01614122,"threshold_uncertainty_score":0.0539977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386266569","doi":"10.1007/978-3-031-24907-5_16","title":"A Heuristic Column Generation Approach for the Stochastic Bin Packing Problem","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Bin packing problem; Mathematical optimization; Column generation; Heuristic; Bin; Column (typography); Computer science; Mathematics; Point (geometry); Consolidation (business); Algorithm","authors":[{"name":"John Martinovic","is_ca":false},{"name":"Nico Strasdat","is_ca":false},{"name":"Jean‐François Côté","is_ca":true},{"name":"Vinícius Loti de Lima","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.121700993158953,"gpt":0.3315553133502299,"spread":0.2098543201912768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005010923,0.0009166661,0.001065865,0.0009259317,0.0006492572,0.000896404,0.001485024,0.001010985,0.00715765],"category_scores_gemma":[0.001157085,0.0006072231,0.0009840225,0.001863925,0.0004777416,0.0007057015,0.0009384705,0.001290027,0.001111334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007266183,"about_ca_system_score_gemma":0.001108232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004017205,"about_ca_topic_score_gemma":0.00612717,"domain_scores_codex":[0.9995131,0.0001502503,0.00001588995,0.00006012869,0.0001883052,0.00007230845],"domain_scores_gemma":[0.9995431,0.0002519992,0.00003093116,0.0000513238,0.00009316596,0.00002952655],"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":[0.0001098944,0.0001481952,0.0002310906,0.000120669,0.00004925883,0.0001131253,0.0000410365,0.7719733,0.005937719,0.01948775,0.008608646,0.1931792],"study_design_scores_gemma":[0.00001292808,0.00002362012,0.00005266535,0.000006630294,0.000009032511,0.00003385966,0.00000529323,0.9928249,0.0005528909,0.005152439,0.001318868,0.000006834829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005773196,0.0003637405,0.9882758,0.0001341478,0.0001171246,0.00009201135,0.00008686397,0.0005947397,0.004562502],"genre_scores_gemma":[0.1478696,0.0005539077,0.8438795,0.0002856692,0.0001731322,0.0002809132,0.0004495763,0.0003072046,0.006200415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00715765,"threshold_uncertainty_score":0.02394474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409808939","doi":"10.1007/978-3-031-78227-5_6","title":"Pollution Accumulation and Abatement Policies in Two Supply Chains Under Vertical and Horizontal Competition and Strategy Types","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Horizontal and vertical; Competition (biology); Supply chain; Pollution; Business; Natural resource economics; Environmental science; Industrial organization; Economics; Economic geography; Geography; Ecology; Marketing","authors":[{"name":"Fouad El Ouardighi","is_ca":false},{"name":"Jeong Eun Sim","is_ca":true},{"name":"Bowon Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05250199742480108,"gpt":0.3604272994280055,"spread":0.3079253020032044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001024432,0.000439294,0.0005909706,0.0007008113,0.0008105348,0.002969842,0.0007063858,0.001291438,0.008114282],"category_scores_gemma":[0.002427998,0.0004410212,0.0009522702,0.001099057,0.001789806,0.002937432,0.001060011,0.0009812514,0.0003394244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003651777,"about_ca_system_score_gemma":0.002003367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484493,"about_ca_topic_score_gemma":0.01168324,"domain_scores_codex":[0.9995543,0.0001263468,0.00001918223,0.0000602493,0.00005536817,0.000184512],"domain_scores_gemma":[0.9971358,0.002106546,0.0003027602,0.00006894748,0.0002476008,0.0001383512],"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":[0.001296198,0.0004961446,0.01168101,0.0002556606,0.0001342779,0.0004984612,0.0006400667,0.5409154,0.006721597,0.4143949,0.001733257,0.02123305],"study_design_scores_gemma":[0.00008733683,0.0005689464,0.01409782,0.00007893468,0.0001953632,0.00009618483,0.002384734,0.5816917,0.004281228,0.3937469,0.002699223,0.000071685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9157434,0.0009879404,0.02326252,0.001578409,0.00005753914,0.00006875411,0.0004089578,0.00007193346,0.05782048],"genre_scores_gemma":[0.9835502,0.0004381018,0.001243241,0.00003644633,0.00001488269,0.00002719091,0.00008049948,0.000008918518,0.01460053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484493,"threshold_uncertainty_score":0.02951705,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389746654","doi":"10.1007/978-3-031-48731-6","title":"Mathematical Research for Blockchain Economy","year":2023,"lang":"en","type":"book","venue":"Lecture notes in operations research","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Blockchain; Computer science; Economy; Economics; Computer security","authors":[{"name":"Pãnos M. Pardalos","is_ca":false},{"name":"Ilias Kotsireas","is_ca":true},{"name":"William J. Knottenbelt","is_ca":false},{"name":"Stefanos Leonardos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1014886983855131,"gpt":0.4048084801507048,"spread":0.3033197817651916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231683,0.0009317881,0.0009090608,0.001773624,0.001135855,0.002906251,0.0009150168,0.00167946,0.01455219],"category_scores_gemma":[0.006144177,0.0004222701,0.0007770087,0.00282245,0.002805033,0.007539955,0.001443957,0.004092847,0.002677004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003186739,"about_ca_system_score_gemma":0.001326236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675237,"about_ca_topic_score_gemma":0.001067737,"domain_scores_codex":[0.9995244,0.0001656298,0.00002498069,0.00007826389,0.0001637461,0.00004298309],"domain_scores_gemma":[0.9975176,0.001704177,0.000143831,0.0002445913,0.0002914054,0.00009828169],"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":[0.000002347253,0.000006345986,0.00002082939,0.0000397806,0.000003585123,0.000007671456,0.00001785113,0.001715775,0.00005848887,0.991457,0.003737081,0.002933244],"study_design_scores_gemma":[0.000001392329,0.00000154945,0.00001935602,0.00001147094,0.00000167188,0.000008052246,0.00000601348,0.004319,0.00002595173,0.9900388,0.005564709,0.000002057224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02311416,0.0411837,0.4608423,0.02760557,0.00281795,0.00007502706,0.000810579,0.0003737223,0.443177],"genre_scores_gemma":[0.6308604,0.0590107,0.1115804,0.004647269,0.007584379,0.0005440986,0.001092419,0.0005766816,0.1841037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01455219,"threshold_uncertainty_score":0.04868186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404939391","doi":"10.1007/978-3-031-68974-1_17","title":"Robbed Withdraw","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in operations research","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; University of British Columbia; Critical Systems Labs","funders":"","keywords":"Computer science","authors":[{"name":"Ze Chen","is_ca":true},{"name":"Ruichao Jiang","is_ca":true},{"name":"Javad Tavakoli","is_ca":true},{"name":"Yiqiang Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08977550261624219,"gpt":0.3178017182151976,"spread":0.2280262155989554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009898018,0.0009312605,0.001072144,0.00304688,0.001821847,0.005701069,0.001777028,0.00207617,0.8071983],"category_scores_gemma":[0.003939359,0.0005273867,0.0007153387,0.001569136,0.0006367587,0.003137858,0.00343425,0.002332682,0.7708235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050334,"about_ca_system_score_gemma":0.001719642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002333958,"about_ca_topic_score_gemma":0.005491311,"domain_scores_codex":[0.9990743,0.0001073355,0.000032154,0.0001398295,0.0005089113,0.0001374538],"domain_scores_gemma":[0.9984654,0.0002278724,0.00005593628,0.0003821496,0.0005240382,0.000344514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000534623,0.00002872836,0.00008028069,0.00008825985,0.000003551458,0.00004824991,0.0000529477,0.00004211487,0.0003031403,0.01708743,0.9023405,0.07987137],"study_design_scores_gemma":[0.000004293262,0.000004139395,0.00007084203,0.00003054349,0.000001342558,0.0000264498,0.0000175393,0.0000329601,0.000100077,0.002600518,0.9971084,0.000002896949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00029087,0.0005536344,0.001609446,0.001695215,0.0009658281,0.00006504568,0.002427169,0.002370147,0.9900225],"genre_scores_gemma":[0.001054026,0.0002501488,0.0004093723,0.000559735,0.0001373382,0.00003164206,0.001291781,0.000800235,0.9954658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8071983,"threshold_uncertainty_score":0.2750082,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}