{"meta":{"query_hash":"4c2abaa85f91","filters":{"venue":"Computer Science Review"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"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/4c2abaa85f91","api":"https://metacan.xera.ac/api/v1/cohort?venue=Computer+Science+Review"},"results":[{"id":"W2091661303","doi":"10.1016/j.cosrev.2013.05.001","title":"A survey of timed automata for the development of real-time systems","year":2013,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Automaton; Formalism (music); Semantics (computer science); Timed automaton; Theoretical computer science; Model checking; Programming language","score_opus":0.09551778634109966,"score_gpt":0.34979943924560425,"score_spread":0.2542816529045046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091661303","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007798508,0.0048308247,0.992274,0.00010695921,0.00044900813,0.0013991428,0.0000018366006,0.00004842204,0.00010995556],"genre_scores_gemma":[0.008454024,0.0012708969,0.99001634,0.000055341512,0.000014509572,0.00015671554,0.0000016833055,0.0000048606507,0.000025651116],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979289,0.00021989674,0.0007481293,0.00034424447,0.00050752837,0.0002512563],"domain_scores_gemma":[0.9968308,0.0005061989,0.00049569213,0.0012295804,0.0008670595,0.00007066094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008874647,0.00011328724,0.00036784666,0.00008388342,0.00014695928,0.000098039265,0.003247065,0.000022999247,0.000005031932],"category_scores_gemma":[0.00034521314,0.000070732,0.00005304485,0.0013976457,0.00025418695,0.0006246711,0.00052887166,0.000040662195,0.000053046842],"study_design_candidate":"design_other","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":[6.7887953e-7,0.000042811,0.000051508036,0.0016881245,0.000012877017,4.5657842e-8,0.000286122,0.000057855836,0.0014665901,0.006407644,0.0013089585,0.9886768],"study_design_scores_gemma":[0.00007465317,0.000052813433,0.047092997,0.0013028402,0.000006423645,0.0000041929125,0.0000011222611,0.9489501,0.0010862811,0.00005167558,0.0012600097,0.00011685327],"about_ca_topic_score_codex":0.00006611537,"about_ca_topic_score_gemma":7.895446e-7,"teacher_disagreement_score":0.9885599,"about_ca_system_score_codex":0.000045203462,"about_ca_system_score_gemma":0.000496055,"threshold_uncertainty_score":0.6033909},"labels":[],"label_agreement":null},{"id":"W2099064219","doi":"10.1016/j.cosrev.2012.01.001","title":"Which security policies are enforceable by runtime monitors? A survey","year":2012,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":27,"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":"Computer science; Enforcement; Set (abstract data type); Implementation; Computer security; Security policy; Programming language","score_opus":0.041411101487930924,"score_gpt":0.31509025236652277,"score_spread":0.27367915087859185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099064219","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014862149,0.086656384,0.8879098,0.0032518243,0.004037587,0.00081900804,0.000016025151,0.00063775596,0.0018094311],"genre_scores_gemma":[0.9633228,0.007941581,0.024456663,0.0036609005,0.00051132625,0.000029441971,0.000009710158,0.000015697797,0.000051879248],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965975,0.00031026232,0.0005423416,0.000707,0.0008386983,0.0010041737],"domain_scores_gemma":[0.99694806,0.00024808574,0.00036861753,0.0014031698,0.00058029185,0.0004517913],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005353291,0.00027633974,0.0004614094,0.00015901537,0.00068585225,0.0006100166,0.0035265316,0.000065709195,0.00002369617],"category_scores_gemma":[0.0002976813,0.00024865146,0.00009840626,0.0040343604,0.00024185695,0.0025590793,0.0012318676,0.00026002206,0.00031229804],"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":[0.0000064355904,0.0016634002,0.21447127,0.004833206,0.00010730235,0.0000054299485,0.009981973,0.00016594164,0.0005469839,0.13375704,0.40028143,0.2341796],"study_design_scores_gemma":[0.00069122796,0.00023439727,0.17319551,0.006825457,0.00005793183,0.0003118172,0.00004656611,0.43959442,0.0039788866,0.0019320225,0.36996198,0.003169797],"about_ca_topic_score_codex":0.00014279303,"about_ca_topic_score_gemma":0.0000048726406,"teacher_disagreement_score":0.94846064,"about_ca_system_score_codex":0.00012910875,"about_ca_system_score_gemma":0.0002294875,"threshold_uncertainty_score":0.9999966},"labels":[],"label_agreement":null},{"id":"W2911488506","doi":"10.1016/j.cosrev.2019.01.001","title":"Progress in context-aware recommender systems — An overview","year":2019,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":150,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Recommender system; Computer science; Leverage (statistics); Context (archaeology); Process (computing); Collaborative filtering; Limiting; Domain (mathematical analysis); World Wide Web; Information retrieval; Data science; Artificial intelligence","score_opus":0.0757979117103746,"score_gpt":0.3502193773659615,"score_spread":0.2744214656555869,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911488506","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020989648,0.49416563,0.4870742,0.0052490016,0.0050459113,0.004326752,0.0000028511238,0.0009201438,0.0011165385],"genre_scores_gemma":[0.8676484,0.06678514,0.05439873,0.010208055,0.00027555483,0.0005082763,0.0000073411097,0.00005006971,0.000118392454],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965101,0.0003479463,0.00074930425,0.0011135835,0.00063581695,0.00064327207],"domain_scores_gemma":[0.99729335,0.000058140024,0.00028295247,0.0018968465,0.00022355639,0.0002451737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003361994,0.00029200854,0.0007456877,0.0002844661,0.000119226905,0.00067071896,0.0036220571,0.00006731348,0.000019204599],"category_scores_gemma":[0.0000074577547,0.00023064036,0.000110271445,0.0019476858,0.0001171055,0.0025837412,0.00086070265,0.00022641753,0.0001606887],"study_design_candidate":"design_other","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":[5.21171e-7,0.000115895244,0.005282327,0.0024720102,0.0000061292208,0.000013690444,0.00021160294,0.0000044797334,0.0000033252054,0.06345579,0.002662813,0.9257714],"study_design_scores_gemma":[0.0010713368,0.0010652122,0.013113032,0.047228917,0.000018656363,0.0005526818,0.00006346852,0.44592506,0.00012538768,0.0020544487,0.48656747,0.0022143417],"about_ca_topic_score_codex":0.00004945185,"about_ca_topic_score_gemma":0.000009266279,"teacher_disagreement_score":0.92355704,"about_ca_system_score_codex":0.000173951,"about_ca_system_score_gemma":0.0002499011,"threshold_uncertainty_score":0.9405241},"labels":[],"label_agreement":null},{"id":"W3127253295","doi":"10.1016/j.cosrev.2021.100370","title":"Role of machine learning in medical research: A survey","year":2021,"lang":"en","type":"article","venue":"Computer Science Review","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":242,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Lakehead University; Northern Ontario Academic Medicine Association","keywords":"Computer science; Artificial intelligence; Machine learning; Deep learning; Data science; Domain (mathematical analysis); Health care; Medical research; Medicine","score_opus":0.181429216282171,"score_gpt":0.46547400889415824,"score_spread":0.28404479261198723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127253295","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11785776,0.73923093,0.002935898,0.13774678,0.00042580313,0.0011128167,0.000004512735,0.000113868686,0.0005716299],"genre_scores_gemma":[0.66367024,0.28613266,0.009724565,0.040026296,0.00022053062,0.00003586882,0.000029322997,0.000032271404,0.00012823625],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9967226,0.0007275451,0.00037201625,0.00041793432,0.0014308336,0.0003290772],"domain_scores_gemma":[0.9976125,0.0010299409,0.000058856313,0.0004501512,0.00061143975,0.00023711167],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.013193279,0.000076345124,0.00044983378,0.00023234337,0.00006802728,0.000022597798,0.0003937404,0.000036068275,0.00022542762],"category_scores_gemma":[0.009402912,0.00006288239,0.00005883369,0.0037453838,0.00041974505,0.00007929164,0.0005572532,0.00047988753,0.000037592454],"study_design_candidate":"design_other","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":[0.0000050692183,0.0003082301,0.075887695,0.0027937032,0.000006338127,0.00023516982,0.0001711356,0.000017475952,0.0007133249,0.00014555364,0.0021875957,0.9175287],"study_design_scores_gemma":[0.000966969,0.0003694131,0.4708547,0.063784264,0.000027413285,0.00035436015,0.000010456788,0.09867367,0.0018384554,0.0001455266,0.36271462,0.00026016595],"about_ca_topic_score_codex":0.00033016986,"about_ca_topic_score_gemma":0.00017372296,"teacher_disagreement_score":0.9172686,"about_ca_system_score_codex":0.00011566471,"about_ca_system_score_gemma":0.0023935142,"threshold_uncertainty_score":0.9989413},"labels":[],"label_agreement":null},{"id":"W3131860561","doi":"10.1016/j.cosrev.2021.100378","title":"Conceptual and empirical comparison of dimensionality reduction algorithms (PCA, KPCA, LDA, MDS, SVD, LLE, ISOMAP, LE, ICA, t-SNE)","year":2021,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Face and Expression Recognition","field":"Computer Science","cited_by":824,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ericsson (Canada); University of Regina","funders":"","keywords":"Isomap; Dimensionality reduction; Computer science; Pattern recognition (psychology); Artificial intelligence; Nonlinear dimensionality reduction; Random projection; Feature extraction; Projection pursuit; Projection (relational algebra); Curse of dimensionality; Principal component analysis; Algorithm; Machine learning","score_opus":0.07235552708127922,"score_gpt":0.35827154172759895,"score_spread":0.2859160146463197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131860561","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07846497,0.13184595,0.77267736,0.0125805745,0.00248808,0.0009832707,0.000014646025,0.00024359606,0.00070156535],"genre_scores_gemma":[0.4081927,0.027040137,0.55920714,0.004701479,0.00045420488,0.000089146284,0.000049680923,0.000029274051,0.00023622558],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99669755,0.00029308433,0.00072250183,0.0010270987,0.00085239566,0.00040738683],"domain_scores_gemma":[0.9978341,0.00012814188,0.00030602328,0.0008254703,0.0006211599,0.0002851124],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010000247,0.00023363983,0.00065842137,0.00011601559,0.0003976513,0.0001670658,0.00089054153,0.00008019806,0.000031825104],"category_scores_gemma":[0.000091526854,0.0002015784,0.00013976963,0.0015776056,0.000867729,0.0011052322,0.0010542241,0.0002368046,0.00005084129],"study_design_candidate":"design_other","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":[0.0000046710848,0.0006292579,0.00094826584,0.00069606636,0.000024187832,0.000032724616,0.0012046342,0.000044830595,0.005391592,0.012674749,0.03316047,0.9451885],"study_design_scores_gemma":[0.005104885,0.0020023624,0.048875343,0.031799577,0.00029465347,0.0036356018,0.0011477394,0.42126614,0.15880775,0.017457208,0.30466646,0.0049422663],"about_ca_topic_score_codex":0.000018328781,"about_ca_topic_score_gemma":0.0000014479939,"teacher_disagreement_score":0.9402463,"about_ca_system_score_codex":0.000046679343,"about_ca_system_score_gemma":0.0006273273,"threshold_uncertainty_score":0.82201284},"labels":[],"label_agreement":null},{"id":"W3135442746","doi":"10.1016/j.cosrev.2022.100513","title":"Building blocks of sharding blockchain systems: Concepts, approaches, and open problems","year":2022,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":118,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China; National University's Basic Research Foundation of China; Natural Science Foundation of Beijing Municipality; National Natural Science Foundation of China","keywords":"Computer science; Distributed computing; Blockchain; Scalability; Component (thermodynamics); Control reconfiguration; Node (physics); Modular design; Embedded system; Computer security; Operating system","score_opus":0.05203147902657324,"score_gpt":0.2974531450769767,"score_spread":0.24542166605040344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135442746","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0041773985,0.113284156,0.8766728,0.0028404617,0.00031269414,0.00218659,0.000007189489,0.00018852326,0.000330156],"genre_scores_gemma":[0.7678447,0.0028847135,0.22771035,0.00070411613,0.000037928454,0.00077971903,0.0000014113974,0.000011828508,0.000025251946],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975767,0.000157604,0.0005123523,0.00089809566,0.00047924757,0.00037598316],"domain_scores_gemma":[0.9981522,0.00007737364,0.00035166557,0.0011880726,0.00011165418,0.00011902257],"candidate_categories":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0042938036,0.00016972132,0.00051743677,0.00020158965,0.00080323446,0.00024584675,0.0059114853,0.000034842742,0.0000074551363],"category_scores_gemma":[0.000029621466,0.00015720435,0.000054650674,0.0024413452,0.00046860462,0.00028457073,0.008663572,0.00027863975,0.00000131505],"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":[4.319617e-7,0.00009536472,0.00011543534,0.0008142598,0.000014189078,0.0000036157296,0.0003132323,0.001258184,0.00018688205,0.71199447,0.00069802196,0.28450593],"study_design_scores_gemma":[0.00030423191,0.00018678897,0.00007765901,0.0013513054,0.000023425418,0.0004231867,0.000040684277,0.9306289,0.00022349077,0.007798662,0.058505557,0.00043610873],"about_ca_topic_score_codex":0.000032655364,"about_ca_topic_score_gemma":4.6882678e-7,"teacher_disagreement_score":0.9293707,"about_ca_system_score_codex":0.00008410441,"about_ca_system_score_gemma":0.00022172587,"threshold_uncertainty_score":0.999467},"labels":[],"label_agreement":null},{"id":"W4368341782","doi":"10.1016/j.cosrev.2023.100558","title":"Leveraging 6G, extended reality, and IoT big data analytics for healthcare: A review","year":2023,"lang":"en","type":"review","venue":"Computer Science Review","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Ministry of Education – Kingdom of Saudi Arabi","keywords":"Computer science; Big data; Data science; Analytics; Internet of Things; Health care; World Wide Web; Data mining","score_opus":0.8586978192979458,"score_gpt":0.6437188803933398,"score_spread":0.21497893890460595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4368341782","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.762817e-8,0.9577849,0.009573327,0.014048085,0.0036860898,0.014180531,0.00040047648,0.00028668446,0.000039849227],"genre_scores_gemma":[1.1925994e-7,0.97893655,0.0042386195,0.012775429,0.0020838296,0.0011741658,0.0004883236,0.00012929988,0.00017364808],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9871445,0.0022594985,0.0045932643,0.0029081644,0.0011467088,0.0019479039],"domain_scores_gemma":[0.98687667,0.003310525,0.002412535,0.005206161,0.001267207,0.00092693133],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.022906592,0.00087766646,0.0055274926,0.0004974796,0.0022264484,0.000098035925,0.0048817373,0.00040919005,0.00002925695],"category_scores_gemma":[0.0041832607,0.000679534,0.00047701236,0.0048075304,0.00064873224,0.0002906406,0.0051211077,0.0018179481,0.00053119636],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[3.3399502e-7,0.0000079410465,0.0000024991518,0.4421699,0.00001702865,0.0000053324284,0.000033068147,4.373228e-8,2.3135427e-9,0.00034025416,0.023362901,0.5340607],"study_design_scores_gemma":[0.000021272877,0.00003829176,0.000001549618,0.44249377,0.00047721306,0.00002294409,0.000007799102,0.0010648848,5.485515e-9,0.0004475989,0.55508476,0.00033990937],"about_ca_topic_score_codex":0.0005274569,"about_ca_topic_score_gemma":0.00032299306,"teacher_disagreement_score":0.5337208,"about_ca_system_score_codex":0.0007981052,"about_ca_system_score_gemma":0.008951634,"threshold_uncertainty_score":0.9995656},"labels":[],"label_agreement":null},{"id":"W4387998273","doi":"10.1016/j.cosrev.2023.100600","title":"Flow based containerized honeypot approach for network traffic analysis: An empirical study","year":2023,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"U.S. Air Force; Indo-US Science and Technology Forum; Department of Science and Technology, Ministry of Science and Technology, India; Canadian Thoracic Society; Semiconductor Research Corporation; National Science Foundation","keywords":"Honeypot; Container (type theory); Computer science; Computer security; Modularity (biology); Dependability; Network security; Data science; Software engineering; Engineering","score_opus":0.055992782542731774,"score_gpt":0.33386445179562174,"score_spread":0.27787166925289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387998273","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067620063,0.002141416,0.98740107,0.0006681342,0.0007241976,0.0016402837,0.0000016359587,0.0006462503,0.000015032409],"genre_scores_gemma":[0.26763818,0.0018577905,0.7214518,0.0070892847,0.0010999187,0.00073230936,0.00007431194,0.00002975662,0.000026637694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961539,0.0004236564,0.00059446756,0.001303642,0.00077053823,0.00075382227],"domain_scores_gemma":[0.9976326,0.0001837449,0.00018829897,0.0013756711,0.00029158618,0.00032805806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005666759,0.00026439026,0.0007766351,0.00045291657,0.00073937676,0.0005052827,0.0024864224,0.000055918383,0.000008208333],"category_scores_gemma":[0.00006299482,0.00021585962,0.00034307325,0.015076457,0.000157016,0.0009007771,0.00044333492,0.00017955476,0.000035842168],"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":[0.000010577019,0.00039690215,0.00012378396,0.00023048032,0.00007076151,0.00000830248,0.00029938066,0.65470695,0.0000049178416,0.00017073056,0.005152593,0.3388246],"study_design_scores_gemma":[0.00044068575,0.00058918295,0.0010862233,0.00014709833,0.00013753324,0.0000033536503,0.000006290992,0.9936178,0.0000021058286,0.0000645197,0.0036259766,0.00027922803],"about_ca_topic_score_codex":0.0000018871208,"about_ca_topic_score_gemma":0.0000069196567,"teacher_disagreement_score":0.33891085,"about_ca_system_score_codex":0.00006425732,"about_ca_system_score_gemma":0.00025081928,"threshold_uncertainty_score":0.88025},"labels":[],"label_agreement":null},{"id":"W4401352220","doi":"10.1016/j.cosrev.2024.100663","title":"A survey on the parameterized complexity of reconfiguration problems","year":2024,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; Providence Health Care; University Research Board, American University of Beirut; Alexander von Humboldt-Stiftung","keywords":"Control reconfiguration; Parameterized complexity; Vertex (graph theory); Computer science; Security token; Feedback vertex set; Graph; Theoretical computer science; Independent set; Vertex cover; Algorithm","score_opus":0.20152490290374092,"score_gpt":0.375823881507837,"score_spread":0.1742989786040961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401352220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001485896,0.015822634,0.9754499,0.005088737,0.00055147894,0.0010077568,0.000007523171,0.00015539578,0.00043068032],"genre_scores_gemma":[0.8640751,0.022778686,0.10853552,0.0040662284,0.00013405608,0.00022526238,0.0000131651095,0.000035125613,0.00013682517],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99725246,0.00060591626,0.0004079931,0.00064749585,0.0007339455,0.0003521706],"domain_scores_gemma":[0.99736077,0.0009171043,0.00010835629,0.0012325159,0.0002827914,0.00009844188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074591795,0.00015007492,0.00030367865,0.00018464398,0.00020312831,0.0003697752,0.0028280148,0.000020286892,0.000027305354],"category_scores_gemma":[0.00033497816,0.00008825998,0.000109864704,0.0036983956,0.0010808428,0.0006991231,0.00045919913,0.00022032477,0.000119135424],"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":[0.0000022968884,0.000041310977,0.000020102705,0.00086844456,0.000011511963,0.000004431909,0.00014739715,0.00005335182,0.00090009917,0.47895005,0.0012631321,0.51773787],"study_design_scores_gemma":[0.00018160333,0.0006947548,0.008029046,0.013487545,0.000012842,0.000053917563,0.0000018826065,0.7670112,0.0039060914,0.1935168,0.012524526,0.00057974434],"about_ca_topic_score_codex":0.000011730526,"about_ca_topic_score_gemma":0.0000040781388,"teacher_disagreement_score":0.8669144,"about_ca_system_score_codex":0.000050564686,"about_ca_system_score_gemma":0.00027591002,"threshold_uncertainty_score":0.5255202},"labels":[],"label_agreement":null},{"id":"W4401875371","doi":"10.1016/j.cosrev.2024.100668","title":"A survey on reconfigurable intelligent surfaces assisted multi-access edge computing networks: State of the art and future challenges","year":2024,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Enhanced Data Rates for GSM Evolution; Edge computing; Computer architecture; State (computer science); State of art; Edge device; Human–computer interaction; Multimedia; Telecommunications; Data science; Operating system; Cloud computing","score_opus":0.08414047177764904,"score_gpt":0.3240878265495729,"score_spread":0.23994735477192386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401875371","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031347356,0.7668943,0.22679065,0.0011117056,0.001063443,0.00041657817,0.0000052656437,0.00046345638,0.00011987332],"genre_scores_gemma":[0.3524103,0.64351195,0.0039670034,0.000059757294,0.00002237284,0.0000068073577,0.0000016352955,0.000012713667,0.0000074354466],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990011,0.00009185557,0.00029707342,0.00026186852,0.00014981613,0.00019829674],"domain_scores_gemma":[0.99893606,0.00023830174,0.000069013564,0.0006383839,0.00008261691,0.000035618486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010131849,0.00014255595,0.00027043876,0.000076280005,0.00010082938,0.00011495932,0.0011231086,0.000028395212,0.000002281559],"category_scores_gemma":[0.00004065548,0.00009557015,0.000040542473,0.0009624543,0.00026767026,0.00022891274,0.00034192565,0.00024471077,0.0000052847217],"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":[2.0169149e-7,0.0000070862766,0.000039416096,0.00090162724,0.000008353515,4.1209452e-7,0.000048972317,0.045265675,0.000015742024,0.00013073528,0.00025196685,0.9533298],"study_design_scores_gemma":[0.00003255591,0.000020324915,0.02703723,0.007520004,0.0000053539798,0.0000057843977,0.000008000765,0.94436634,0.0007644159,0.000051821175,0.02000958,0.00017860252],"about_ca_topic_score_codex":0.000002207363,"about_ca_topic_score_gemma":0.000019640325,"teacher_disagreement_score":0.9531512,"about_ca_system_score_codex":0.000045925193,"about_ca_system_score_gemma":0.000028056424,"threshold_uncertainty_score":0.38972375},"labels":[],"label_agreement":null},{"id":"W4402039440","doi":"10.1016/j.cosrev.2024.100678","title":"Internet of everything meets the metaverse: Bridging physical and virtual worlds with blockchain","year":2024,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ericsson (Canada)","funders":"Qatar National Library; Qatar University","keywords":"Metaverse; Computer science; Virtual reality; Blockchain; The Internet; World Wide Web; Computer security; Human–computer interaction","score_opus":0.01356227853217223,"score_gpt":0.2577292375082023,"score_spread":0.24416695897603008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402039440","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03670363,0.029222472,0.92474,0.008540342,0.00017013637,0.0003375372,6.930592e-7,0.00021546136,0.000069720765],"genre_scores_gemma":[0.9730902,0.001459376,0.024694568,0.00065589964,0.000047320296,0.00002464355,1.8644921e-7,0.000005269979,0.000022568425],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986004,0.00005616257,0.00020819361,0.00055735506,0.00034233317,0.00023555284],"domain_scores_gemma":[0.9989115,0.00014444304,0.00007555961,0.0007113838,0.00009289411,0.00006419387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012923583,0.00013824533,0.0002639157,0.00013226802,0.00015443796,0.0001956826,0.0016116549,0.000022787784,0.0000018285964],"category_scores_gemma":[0.000020267034,0.00007995804,0.000052226274,0.0021012141,0.0007969182,0.00025376334,0.000915456,0.00023127218,0.000009245997],"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":[3.3085027e-7,0.000022670001,0.000013887273,0.00024510894,0.00001732456,0.000008152925,0.00074255577,0.000028115079,0.00010649624,0.36521882,0.00041371133,0.6331828],"study_design_scores_gemma":[0.000059903316,0.000111621266,0.00019479114,0.0024021298,0.000036642392,0.00022483653,0.000006585972,0.98177296,0.0010063753,0.0020431927,0.011962647,0.00017832972],"about_ca_topic_score_codex":0.000008528399,"about_ca_topic_score_gemma":0.00000173816,"teacher_disagreement_score":0.9817448,"about_ca_system_score_codex":0.000024409823,"about_ca_system_score_gemma":0.00013113194,"threshold_uncertainty_score":0.32605943},"labels":[],"label_agreement":null},{"id":"W4404633002","doi":"10.1016/j.cosrev.2024.100689","title":"From accuracy to approximation: A survey on approximate homomorphic encryption and its applications","year":2024,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Cryptography and Data Security","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China; Office of Naval Research; National Sanitarium Association; National Science Foundation","keywords":"Homomorphic encryption; Computer science; Encryption; Theoretical computer science; Information retrieval; Computer security","score_opus":0.044176192015990386,"score_gpt":0.31947310453596217,"score_spread":0.2752969125199718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404633002","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00088746764,0.033226572,0.9613258,0.002604469,0.00040287885,0.001019367,0.00006356821,0.00040862983,0.000061239996],"genre_scores_gemma":[0.26127717,0.082895294,0.63797814,0.014914169,0.0012222824,0.0013823344,0.00025295914,0.000066516506,0.000011117351],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99758315,0.0001251874,0.00033950963,0.0011214775,0.0005141858,0.00031651836],"domain_scores_gemma":[0.9980701,0.0004329973,0.00007232479,0.0009857262,0.00016745146,0.00027139677],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0018694957,0.00020097896,0.00026730468,0.00027266616,0.0002949202,0.0010644097,0.0016304483,0.00003531192,0.000012025505],"category_scores_gemma":[0.00012604517,0.00016831138,0.00006576045,0.0037977968,0.00011014198,0.0015120457,0.0007313694,0.00016599095,0.00038310044],"study_design_candidate":"design_other","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":[0.00000142489,0.000067060246,0.000019786541,0.00077462755,0.000008975148,0.0000058149026,0.00035472054,0.000010826417,0.00018520132,0.21349369,0.0042594364,0.78081846],"study_design_scores_gemma":[0.00029390975,0.0003378044,0.011306812,0.0105246315,0.000056981364,0.00009521769,0.000005592241,0.7107608,0.0007550528,0.056422316,0.20798828,0.0014526042],"about_ca_topic_score_codex":0.000022437864,"about_ca_topic_score_gemma":0.0000042873758,"teacher_disagreement_score":0.77936584,"about_ca_system_score_codex":0.000040265244,"about_ca_system_score_gemma":0.00014846791,"threshold_uncertainty_score":0.9999726},"labels":[],"label_agreement":null},{"id":"W4413483942","doi":"10.1016/j.cosrev.2025.100806","title":"Polynomial property testing","year":2025,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"European Research Council; Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; United States - Israel Binational Science Foundation","keywords":"Computer science; Property (philosophy); Property testing; Polynomial; Algorithm; Mathematics; Mathematical analysis","score_opus":0.04482246225547628,"score_gpt":0.30111749325256554,"score_spread":0.2562950309970893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413483942","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007968344,0.015681641,0.96621233,0.006077963,0.0017695485,0.00042129031,4.6512199e-7,0.0003402872,0.00941681],"genre_scores_gemma":[0.0077381423,0.0028022006,0.97411466,0.01455136,0.00022886225,0.000042274016,5.4152224e-7,0.0000067527358,0.00051522907],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979709,0.00006609584,0.00035292946,0.00073938345,0.00040521807,0.00046550907],"domain_scores_gemma":[0.9983133,0.000120965466,0.000089385496,0.0010782966,0.00027099493,0.00012703332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013813225,0.00016912747,0.000299293,0.0002359689,0.00052900205,0.00043551432,0.003713555,0.000023509452,0.000006621206],"category_scores_gemma":[0.00019595218,0.00011204637,0.000095360905,0.00499467,0.00040110544,0.00087082945,0.0017683419,0.00016865971,0.00006446217],"study_design_candidate":"design_other","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":[1.6544612e-7,0.000027026595,0.000084933476,0.00027940585,0.0000028618167,0.0000048940656,0.000016291526,0.0000065690915,0.00006266888,0.0075545018,0.011827943,0.98013276],"study_design_scores_gemma":[0.00028018642,0.00013043603,0.0033104406,0.008759117,0.00002000551,0.00011115428,0.0000011409761,0.5468373,0.000501819,0.0043805405,0.4350705,0.0005974066],"about_ca_topic_score_codex":0.0000151127115,"about_ca_topic_score_gemma":8.331968e-7,"teacher_disagreement_score":0.97953534,"about_ca_system_score_codex":0.00006773609,"about_ca_system_score_gemma":0.000635705,"threshold_uncertainty_score":0.69007707},"labels":[],"label_agreement":null},{"id":"W4416213003","doi":"10.1016/j.cosrev.2025.100846","title":"Navigating the quantum computing threat landscape for blockchains: A comprehensive survey","year":2025,"lang":"en","type":"article","venue":"Computer Science Review","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Public Safety Canada","keywords":"Quantum; Quantum computer; Field (mathematics); Key (lock)","score_opus":0.028111056893404453,"score_gpt":0.3333329501902971,"score_spread":0.30522189329689264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416213003","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014557545,0.03808458,0.93653876,0.0075502195,0.0017845038,0.0011451914,0.000005935205,0.0002870293,0.000046230714],"genre_scores_gemma":[0.5383181,0.0060460996,0.41900903,0.035455182,0.0009105794,0.0001336091,0.000026085023,0.00005552343,0.000045806562],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99639237,0.00034720212,0.0006799679,0.0011438581,0.00056799443,0.00086859637],"domain_scores_gemma":[0.9956233,0.0017436842,0.0003072838,0.0014530323,0.0007242225,0.00014846222],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0038587449,0.0003717997,0.0006448446,0.000100995094,0.0016714981,0.0006943861,0.0044669737,0.000053052077,0.0000014705371],"category_scores_gemma":[0.00027742254,0.00024183962,0.00024747459,0.0035656416,0.00044294115,0.0002629561,0.0019210904,0.00056274387,0.0000118900325],"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":[0.0000025725135,0.000056838784,0.0007269901,0.0009524522,0.00003508371,0.000005919214,0.00043441087,0.0051725544,0.00003055939,0.015780417,0.003644517,0.9731577],"study_design_scores_gemma":[0.00026223646,0.00008796477,0.0067467387,0.0051618894,0.000016693071,0.00004877222,0.0000074033446,0.9801907,0.00004642032,0.0019720944,0.0051560043,0.0003030899],"about_ca_topic_score_codex":0.00004444232,"about_ca_topic_score_gemma":0.000005624493,"teacher_disagreement_score":0.97501814,"about_ca_system_score_codex":0.00005451846,"about_ca_system_score_gemma":0.00046553148,"threshold_uncertainty_score":0.9996282},"labels":[],"label_agreement":null}]}