{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"0e12cf1314d0","filters":{"venue":"International Conference on Wireless Networks"}},"results":[{"id":"W1546484454","doi":"","title":"Modeling and Performance Analysis of Service Discovery Strategies in Ad Hoc Networks.","year":2003,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Service discovery; Wireless ad hoc network; Mobile ad hoc network; Service (business); Vehicular ad hoc network; Distributed computing; Context (archaeology); Computer network; Adaptive quality of service multi-hop routing; Optimized Link State Routing Protocol; Routing protocol; World Wide Web; Routing (electronic design automation); Web service; Wireless","retraction":null,"screen_n_in":null,"score":{"opus":0.02438592074876767,"gpt":0.2604525685639705,"spread":0.2360666478152028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004080016,0.0002495634,0.0004172638,0.000361315,0.00006041725,0.0003802424,0.0009226354,0.0001475574,0.0000293091],"category_scores_gemma":[0.00001026941,0.0002455816,0.0000828678,0.001260604,0.00005774104,0.001215348,0.0001838541,0.0003868382,0.000001584226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006875287,"about_ca_system_score_gemma":0.0001114127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005950969,"about_ca_topic_score_gemma":0.000981061,"domain_scores_codex":[0.9980117,0.0001199986,0.0005287617,0.0005734756,0.0004035093,0.0003625745],"domain_scores_gemma":[0.998856,0.0001370254,0.0001882773,0.0004746274,0.0002638119,0.00008027635],"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":[0.00003210568,0.00004389526,0.00248191,0.00000576577,0.0001296581,0.000004745962,0.00012928,0.7553432,0.000007796118,0.2291817,0.000004179379,0.01263573],"study_design_scores_gemma":[0.0003056824,0.00006273804,0.004302093,0.000153447,0.00003414223,0.000003172695,0.0001140277,0.9936363,0.000009354608,0.001123036,0.00001993465,0.0002360906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4102589,0.0003918634,0.5866458,0.0001845753,0.0003233431,0.0001066798,0.000002289377,0.00003307845,0.002053431],"genre_scores_gemma":[0.9958758,0.002495501,0.001133745,0.0003373554,0.0000454254,0.00003384641,0.00002108808,0.00001255102,0.00004467602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5856169,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W200812379","doi":"","title":"TDMA scheduling for data gathering in wireless sensor networks","year":2008,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Time division multiple access; Computer science; Computer network; Scheduling (production processes); Wireless sensor network; Wireless; Wireless network; Key distribution in wireless sensor networks; Telecommunications; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.08387114453307933,"gpt":0.2989462092616911,"spread":0.2150750647286118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006995735,0.0005425978,0.0005754594,0.0003459106,0.0003240996,0.0003479082,0.004879597,0.0003803536,0.00003539891],"category_scores_gemma":[0.00007534638,0.0005699652,0.000148425,0.0006498111,0.0001939386,0.0008383096,0.001038866,0.0008694984,0.00001970939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144985,"about_ca_system_score_gemma":0.0001629813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00010762,"about_ca_topic_score_gemma":0.0001889838,"domain_scores_codex":[0.9955763,0.0001661697,0.0008734836,0.001587373,0.0007597244,0.001036995],"domain_scores_gemma":[0.9965313,0.0006608994,0.000392699,0.001769139,0.0004141288,0.0002318524],"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":[0.0001067104,0.0001957217,0.00189302,0.000007559599,0.00006107798,0.0001304136,0.0001280476,0.8481094,0.0001330906,0.1243287,0.0003294916,0.0245767],"study_design_scores_gemma":[0.001127659,0.00008155315,0.0007157836,0.000349003,0.000006463745,0.00006650255,0.00003675582,0.9960566,0.0001035102,0.0002132786,0.0006275147,0.0006154169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1070911,0.0001073952,0.8857905,0.001318458,0.002707389,0.000439799,0.00001595276,0.0003327324,0.002196647],"genre_scores_gemma":[0.9734378,0.0008039805,0.02341704,0.0007302169,0.0008635562,0.0001043169,0.0002316754,0.00007336762,0.0003379784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8663468,"threshold_uncertainty_score":0.9996752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W57757574","doi":"","title":"Test Suite for Vulnerability Analysis of RFID Systems.","year":2010,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Test suite; Computer science; Vulnerability (computing); Suite; Test (biology); Vulnerability assessment; Software testing; Computer security; Test case; Operating system; Software; Geology; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.02373482349716539,"gpt":0.2901251836678018,"spread":0.2663903601706364,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004994237,0.0001284529,0.0002525617,0.0002408671,0.00007639855,0.0002213523,0.001087044,0.0001129892,0.00009399346],"category_scores_gemma":[0.000103817,0.0001174087,0.0001540158,0.0004242405,0.00006572137,0.0003662631,0.000100267,0.0002582235,0.000007426381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002923206,"about_ca_system_score_gemma":0.00006913551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005716266,"about_ca_topic_score_gemma":0.0001717237,"domain_scores_codex":[0.9987288,0.0000312632,0.0004362297,0.0002635164,0.0003564089,0.0001837502],"domain_scores_gemma":[0.9980011,0.000368343,0.000274535,0.0004627641,0.0008184604,0.0000748222],"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":[0.00001597192,0.0001023867,0.005049625,0.000008907165,0.0001527689,5.478565e-7,0.0002082324,0.007271213,0.0002103203,0.9788144,0.0002702851,0.007895345],"study_design_scores_gemma":[0.0002191895,0.00004268081,0.008829642,0.0000141423,0.00002738527,0.000001253577,0.00002129742,0.9886081,0.0001921949,0.0008068294,0.001110972,0.0001263376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1326072,0.000007553287,0.8485923,0.0008992744,0.002834173,0.0003369297,0.0001085931,0.0001122837,0.01450169],"genre_scores_gemma":[0.9985514,0.000008306452,0.0008488233,0.0001910166,0.0001148267,0.00005149323,0.00007297748,0.000004184139,0.0001570265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9813369,"threshold_uncertainty_score":0.4787788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W41325125","doi":"","title":"A High Performance Contributory Group Key Management Scheme for Resource-Limited Networks.","year":2010,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Security in Wireless Sensor Networks","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":"Dalhousie University","funders":"","keywords":"Computer science; Key (lock); Computer network; Scheme (mathematics); Resource management (computing); Distributed computing; Computer security; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01648051323648049,"gpt":0.2434522306680004,"spread":0.2269717174315199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007291924,0.0005537829,0.0004958356,0.0002980406,0.00037595,0.0006975849,0.003336863,0.0004642574,0.0001227852],"category_scores_gemma":[0.00004031031,0.0005698045,0.0002067388,0.0004533538,0.0002153007,0.0005833559,0.0005915288,0.001282757,0.00004540575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513791,"about_ca_system_score_gemma":0.00004506873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000189499,"about_ca_topic_score_gemma":0.00004917983,"domain_scores_codex":[0.9961531,0.0001042856,0.0007359748,0.001144679,0.0008522443,0.001009746],"domain_scores_gemma":[0.9970402,0.0004800575,0.0004324871,0.00119935,0.0005649282,0.0002829519],"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":[0.0002534375,0.0002207903,0.0004411184,0.00001896105,0.0001989217,0.0000336772,0.00008408063,0.03336639,0.0001802671,0.8915087,0.00483711,0.06885657],"study_design_scores_gemma":[0.001701873,0.0001866138,0.001887096,0.0002022897,0.00001831376,0.0000217306,0.00002511374,0.9747318,0.0001336875,0.001694837,0.01876363,0.0006329973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1635128,0.00008126006,0.8138737,0.003476075,0.008945541,0.001279007,0.00003095903,0.0008075486,0.007993107],"genre_scores_gemma":[0.9793133,0.0003127089,0.0153627,0.002043754,0.001808293,0.0003648285,0.0002474753,0.00006088984,0.0004860446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9413654,"threshold_uncertainty_score":0.9996753,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W195209997","doi":"","title":"A unified formulation of the multicast lifetime optimization problem in WANETs","year":2008,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Network Traffic and Congestion Control","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":"University of British Columbia; University of Ottawa","funders":"","keywords":"Multicast; Computer science; Computer network; Mathematical optimization; Distributed computing; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02288963263314437,"gpt":0.2391808829012858,"spread":0.2162912502681414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001609993,0.0001367879,0.0001599579,0.0001013168,0.00008460612,0.00004814408,0.000875272,0.0000979301,0.00004098103],"category_scores_gemma":[0.00002003443,0.000108361,0.00006177997,0.0003235141,0.00006491776,0.0002661356,0.0001130672,0.0002242911,0.000004940668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005822988,"about_ca_system_score_gemma":0.00009302441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002605707,"about_ca_topic_score_gemma":0.00003106973,"domain_scores_codex":[0.9986699,0.00009571343,0.0003777771,0.0002770294,0.00038844,0.0001911962],"domain_scores_gemma":[0.9990939,0.0001128013,0.0002178602,0.0002962434,0.0002403367,0.00003886455],"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":[0.0000393183,0.00008207027,0.001780845,0.000001780211,0.00001327927,0.000004768449,0.0001731167,0.8057777,0.00002552546,0.1619737,0.0001090452,0.03001887],"study_design_scores_gemma":[0.0006597975,0.00003720245,0.00376797,0.0001092079,0.000002340033,0.00001030963,0.000007201586,0.9948032,0.00004206127,0.0003854953,0.00006351513,0.0001116307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03369323,0.00002288057,0.9561436,0.002751709,0.0006790424,0.0003883331,0.000002737681,0.00007734546,0.006241156],"genre_scores_gemma":[0.9952558,0.00007531919,0.00403174,0.0002545904,0.00009094184,0.00003083427,0.0000102711,0.000007638182,0.0002429104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9615625,"threshold_uncertainty_score":0.4418832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W20473166","doi":"10.1097/mcp.0b013e32833b1c6c","title":"Implementing a Cellular Positioning System: Low-cost Alternative to Global Positioning System.","year":2005,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Wireless Communication Networks Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Hybrid positioning system; Positioning system; Computer science; Global Positioning System; Precise Point Positioning; Embedded system; Engineering; Telecommunications; GNSS applications","retraction":null,"screen_n_in":null,"score":{"opus":0.03032044847013917,"gpt":0.3169485323089805,"spread":0.2866280838388413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001035426,0.000410642,0.0003887949,0.0003007988,0.0007668717,0.001556606,0.003853187,0.0001625148,0.00007281667],"category_scores_gemma":[0.00002871819,0.000444922,0.0001568289,0.0007927925,0.00007240397,0.000939112,0.001576897,0.0006116821,0.0003556066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930973,"about_ca_system_score_gemma":0.0001715183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002229237,"about_ca_topic_score_gemma":0.0001293021,"domain_scores_codex":[0.9954166,0.000407588,0.000850415,0.000933507,0.001338204,0.001053698],"domain_scores_gemma":[0.9968387,0.000207146,0.0004158481,0.001087062,0.001067133,0.0003840634],"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":[0.0000482219,0.00008550054,0.0003496867,0.00002365666,0.0001066043,0.00004720892,0.0002567094,0.1554683,0.0003258935,0.7890392,0.000403598,0.05384542],"study_design_scores_gemma":[0.0005705627,0.00006192648,0.0003531006,0.001359632,0.00000894307,0.00005696196,0.0003279136,0.9950094,0.0007707861,0.0001402447,0.000911609,0.0004288867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02112981,0.0000720376,0.9310985,0.004001856,0.001044157,0.0007459827,0.00004052662,0.0005498399,0.04131727],"genre_scores_gemma":[0.9884845,0.00003020386,0.009218318,0.0005226575,0.001108731,0.0003231556,0.0001260017,0.00003339608,0.0001530333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9673547,"threshold_uncertainty_score":0.9998003,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W89354841","doi":"","title":"Dynamic Channel Adaptive MAC with Frame Length Prediction (DCAM/FLP).","year":2003,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Computer network; Quality of service; Bandwidth (computing); Frame (networking); Wireless network; Wireless; Protocol (science); Channel (broadcasting); Interference (communication); Real-time computing; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.01242081328579036,"gpt":0.2211320544923911,"spread":0.2087112412066007,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001258437,0.0003851099,0.0002724197,0.0001694653,0.0001267956,0.00009661818,0.0003112635,0.0002317299,0.0002797934],"category_scores_gemma":[0.0000178027,0.0003784636,0.00006033059,0.0002825299,0.00009229364,0.0003769516,0.00002779075,0.0005978346,0.00003428284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011131,"about_ca_system_score_gemma":0.00005039364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004844718,"about_ca_topic_score_gemma":0.00006177119,"domain_scores_codex":[0.9982104,0.0000619071,0.000350167,0.000443276,0.0004457654,0.0004884942],"domain_scores_gemma":[0.9990702,0.00008269529,0.0001213025,0.0002889369,0.0002745501,0.0001623523],"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":[0.0000958758,0.0000330469,0.000185575,0.000007109712,0.0001230589,0.00001232242,0.0000785601,0.9493445,0.00004767946,0.04510271,0.0002075492,0.004762064],"study_design_scores_gemma":[0.0006443456,0.0001449433,0.0002760491,0.0002636534,0.00001755237,0.00002016057,0.0001390203,0.9963393,0.0001280365,0.001077505,0.0005686381,0.0003808341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0155245,0.0001627465,0.9576227,0.00009351937,0.001677105,0.0003540379,0.00005692909,0.0006182078,0.02389022],"genre_scores_gemma":[0.9953012,0.001235028,0.002442095,0.0001029095,0.000184044,0.0001344031,0.0001950187,0.00009995194,0.0003053448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9797767,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W131214474","doi":"","title":"Anomaly Detection Scheme for Routing Intrusions on Mobile Ad Hoc Networks.","year":2009,"lang":"en","type":"article","venue":"International Conference on Wireless Networks","topic":"Mobile Ad Hoc Networks","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":"Dalhousie University","funders":"","keywords":"Computer science; Mobile ad hoc network; Wireless ad hoc network; Adaptive quality of service multi-hop routing; Computer network; Intrusion detection system; Optimized Link State Routing Protocol; Scheme (mathematics); Anomaly detection; Ad hoc wireless distribution service; Routing (electronic design automation); Routing protocol; Computer security; Data mining; Telecommunications; Mathematics; Wireless","retraction":null,"screen_n_in":null,"score":{"opus":0.02314366307888726,"gpt":0.2783144454073846,"spread":0.2551707823284974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004599295,0.0004264085,0.000365863,0.0002036802,0.0003756231,0.000549084,0.001758695,0.0003158318,0.00007636149],"category_scores_gemma":[0.00005275703,0.0004265025,0.000214431,0.0004422696,0.00006472458,0.0005135001,0.0002079462,0.0007131927,0.00003903751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593097,"about_ca_system_score_gemma":0.00008266783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004777774,"about_ca_topic_score_gemma":0.00005158119,"domain_scores_codex":[0.997012,0.0001036054,0.000596427,0.0009983394,0.0005691533,0.000720445],"domain_scores_gemma":[0.9977998,0.0003874455,0.000372819,0.0007724514,0.0004524033,0.0002150769],"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":[0.0001756915,0.000180729,0.00005691392,0.000001970247,0.00004345431,0.00001191285,0.00006791842,0.1251195,0.0002685546,0.195273,0.0007534872,0.6780469],"study_design_scores_gemma":[0.0007324445,0.0009627828,0.0008712127,0.0002082164,0.000007987695,0.00001297946,0.00002127681,0.9888865,0.0002612122,0.002901265,0.004691834,0.0004423322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02584598,0.0002447999,0.9640185,0.001436077,0.002912489,0.000858771,0.000007260832,0.00043999,0.004236155],"genre_scores_gemma":[0.9909223,0.0005558656,0.004440209,0.002124647,0.00118732,0.0003274266,0.00004929541,0.00003227226,0.0003606095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9650764,"threshold_uncertainty_score":0.9998187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}