{"meta":{"query_hash":"dfa3451a4b07","filters":{"venue":"Internet of things"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/dfa3451a4b07","api":"https://metacan.xera.ac/api/v1/cohort?venue=Internet+of+things"},"results":[{"id":"W2343839466","doi":"10.1007/978-3-319-50758-3_4","title":"A Novel Machine to Machine Communication Strategy Using Rateless Coding for the Internet of Things","year":2016,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Relay; Computer network; Decoding methods; Scalability; Multicast; The Internet; Coding (social sciences); Scheme (mathematics); Linear network coding; Channel (broadcasting); Physical layer; Distributed computing; Wireless; Telecommunications; Network packet","score_opus":0.07667330236219055,"score_gpt":0.30784279424524197,"score_spread":0.23116949188305141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2343839466","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":[0.00014635509,0.002825917,0.9611428,0.0016028977,0.00031758603,0.00077664,0.000028517961,0.00007853753,0.033080764],"genre_scores_gemma":[0.80669606,0.0014548943,0.078368954,0.0019188115,0.000093720955,0.00005005216,0.00004684327,0.00012627931,0.11124438],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978141,0.00008182615,0.0009898852,0.00047507297,0.00036938544,0.00026972077],"domain_scores_gemma":[0.99541754,0.0009958892,0.0011035717,0.0017610493,0.0006328567,0.000089126865],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011992898,0.00042355966,0.0006664888,0.00026907428,0.0001272259,0.00018489313,0.004852143,0.00020273482,0.00010741327],"category_scores_gemma":[0.00012207149,0.00030425322,0.0002826329,0.00010695797,0.00020469903,0.00058934384,0.002509459,0.000542768,0.000010676661],"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":[0.00010298328,0.00005186464,0.000008092101,0.00011326692,0.00028778665,9.070057e-7,0.006274247,0.00007866135,0.0077533214,0.8727773,0.0010016208,0.11154994],"study_design_scores_gemma":[0.0013665215,0.0004570571,0.000018627185,0.006036782,0.00015013681,0.00005402022,0.00005086112,0.89466524,0.0115135135,0.01095826,0.07377187,0.0009571333],"about_ca_topic_score_codex":0.0003618114,"about_ca_topic_score_gemma":0.00008888815,"teacher_disagreement_score":0.89458656,"about_ca_system_score_codex":0.00015738946,"about_ca_system_score_gemma":0.000096528776,"threshold_uncertainty_score":0.99994093},"labels":[],"label_agreement":null},{"id":"W2566279030","doi":"10.1007/978-3-319-50758-3_12","title":"Cloud Platforms for IoE Healthcare Context Awareness and Knowledge Sharing","year":2016,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":4,"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":"","keywords":"Health care; Cloud computing; Knowledge sharing; Computer science; Context (archaeology); Business; Knowledge management; Internet privacy; Political science; Geography; Operating system; Archaeology","score_opus":0.0469460145971125,"score_gpt":0.28622500070196566,"score_spread":0.23927898610485315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566279030","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009585703,0.011535306,0.6234305,0.0022301995,0.06471032,0.0019112693,0.000018283343,0.0008399686,0.2857385],"genre_scores_gemma":[0.24953707,0.00013681322,0.0069129,0.0012861385,0.006908405,0.000033929493,0.000019733681,0.00020775318,0.7349573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99817,0.0000051070815,0.00056567986,0.0006936318,0.00019241543,0.0003731714],"domain_scores_gemma":[0.9983713,0.0002507482,0.0004543087,0.0005199443,0.00027201735,0.00013169428],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004323648,0.00036609694,0.0005980746,0.00020157758,0.0000978294,0.00013702876,0.0014151806,0.00032998604,0.0000056102504],"category_scores_gemma":[0.00003616924,0.00029274856,0.00020249677,0.000023170844,0.00009883119,0.00040176391,0.0013993933,0.00029595592,0.00003567735],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053359043,0.000013928201,0.00016446465,0.0008910578,0.000117426636,0.000008984064,0.010334172,9.75766e-8,0.000017326507,0.71243966,0.01120603,0.2647535],"study_design_scores_gemma":[0.0013015247,0.00071041705,0.000025801139,0.008819679,0.000044676788,0.00008530722,0.000032117612,0.016476171,0.0013474612,0.39549968,0.57446456,0.0011925984],"about_ca_topic_score_codex":0.0001270809,"about_ca_topic_score_gemma":0.000017714714,"teacher_disagreement_score":0.61651754,"about_ca_system_score_codex":0.000106124426,"about_ca_system_score_gemma":0.000127399,"threshold_uncertainty_score":0.99995244},"labels":[],"label_agreement":null},{"id":"W4293193560","doi":"10.1007/978-3-030-92054-8","title":"Intelligent Cyber-Physical Systems for Autonomous Transportation","year":2022,"lang":"en","type":"book","venue":"Internet of things","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Software deployment; Drone; Intelligent transportation system; Key (lock); Computer science; Cyber-physical system; Computer security; Systems engineering; Aeronautics; Engineering; Transport engineering; Software engineering; Operating system","score_opus":0.010618036246125841,"score_gpt":0.22001126345145208,"score_spread":0.20939322720532624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293193560","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032708593,0.0009694975,0.64491427,0.0000319717,0.0036124391,0.0016765624,0.00026314653,0.0071280976,0.3410769],"genre_scores_gemma":[0.46269444,0.00032817925,0.0010754784,0.00008970617,0.00035022362,0.00068914203,0.0013359913,0.00022116113,0.5332157],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991591,0.000006315892,0.00034783076,0.00017850922,0.00018565294,0.00012258267],"domain_scores_gemma":[0.9996237,0.000038478865,0.00011070581,0.00016511208,0.000029682633,0.00003229665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009908369,0.00019416367,0.0003129586,0.00016185649,0.000012493766,0.00002167718,0.00027996683,0.00011171274,0.0000454861],"category_scores_gemma":[0.0000033262397,0.00021687002,0.00020594744,0.000025306234,0.000022338818,0.00008537052,0.000018793227,0.00025093614,0.000007115376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021340711,0.000041582305,5.1450024e-7,0.0014628752,0.0003483783,0.0000054795387,0.0029980352,0.008490198,0.000051259496,0.061151892,0.9120681,0.013360314],"study_design_scores_gemma":[0.00009374318,0.00012516107,0.0000016328565,0.00018974708,0.00010027228,0.000001202046,0.000041665895,0.14697474,0.00042824066,0.0005765808,0.851279,0.00018800555],"about_ca_topic_score_codex":0.00004735592,"about_ca_topic_score_gemma":0.000002974858,"teacher_disagreement_score":0.6438388,"about_ca_system_score_codex":0.00026516872,"about_ca_system_score_gemma":0.000020684374,"threshold_uncertainty_score":0.88437027},"labels":[],"label_agreement":null},{"id":"W4386391300","doi":"10.1007/978-981-99-4590-0_5","title":"Implementation of Dew-Inspired Matrix-Mesh Communication Protocol","year":2023,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":1,"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 Prince Edward Island","funders":"","keywords":"Computer science; Mesh networking; Protocol (science); Bluetooth; Wireless mesh network; Android (operating system); Architecture; Matrix (chemical analysis); Computer network; Cloud computing; Distributed computing; Dew; Embedded system; Operating system; Wireless; Wireless network","score_opus":0.03010848084199125,"score_gpt":0.32585677917142586,"score_spread":0.2957482983294346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386391300","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018174783,0.00026029284,0.36904654,0.01767734,0.0021479446,0.24406385,0.00017637285,0.009440289,0.3553699],"genre_scores_gemma":[0.09107657,0.00007861614,0.35353896,0.00096111675,0.00014917787,0.049007244,0.0001755143,0.00037128633,0.50464153],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9980101,0.000026817002,0.0008169232,0.0004019736,0.00052832783,0.00021588634],"domain_scores_gemma":[0.99714845,0.000112445385,0.0009666339,0.0014550656,0.0002744565,0.000042914948],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047203785,0.00026784587,0.0004403672,0.0004615748,0.000025746665,0.000068234796,0.003514267,0.00026373405,0.000046763038],"category_scores_gemma":[0.000043067637,0.00027599742,0.00015616213,0.00014407838,0.00010955708,0.00034689458,0.0022796341,0.0003328425,0.000107680644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000337096,0.00002907482,0.000118637414,0.00035231368,0.00019314817,0.0000103428665,0.0031121036,0.000015362157,0.0005988354,0.80380887,0.054673024,0.13705459],"study_design_scores_gemma":[0.002111012,0.0019226088,0.0010377404,0.0051094806,0.0001285278,0.000037031095,0.00026430652,0.007965396,0.053412877,0.524165,0.4020371,0.001808949],"about_ca_topic_score_codex":0.0005531581,"about_ca_topic_score_gemma":0.00012623741,"teacher_disagreement_score":0.34736407,"about_ca_system_score_codex":0.00011572919,"about_ca_system_score_gemma":0.000073915304,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W4386392678","doi":"10.1007/978-981-99-4590-0_1","title":"DewMetrics: Demystification of the Dew Computing in Sustainable Internet of Things","year":2023,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":4,"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 Prince Edward Island","funders":"","keywords":"Cloud computing; Computer science; Dew; The Internet; Utility computing; Edge computing; Distributed computing; Data science; World Wide Web; Cloud computing security; Operating system","score_opus":0.023549710774889283,"score_gpt":0.23982529694501079,"score_spread":0.2162755861701215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386392678","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":[0.049046103,0.001969804,0.52390605,0.001108078,0.021630093,0.002272394,0.0000028666357,0.0006562183,0.3994084],"genre_scores_gemma":[0.7297503,0.000030180927,0.012003016,0.00025624156,0.0003147208,0.00000384618,0.000010359183,0.00010289424,0.25752848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99678916,0.00007241521,0.0014164464,0.0005993204,0.00069454935,0.0004281195],"domain_scores_gemma":[0.9960604,0.0006403979,0.0018574331,0.00085266156,0.0005349293,0.00005418335],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017163826,0.00036182444,0.0007625097,0.0009476883,0.00003849537,0.00009001382,0.003413999,0.00034640974,0.000006308666],"category_scores_gemma":[0.000503436,0.00031319645,0.00033932956,0.0005542214,0.000194614,0.0004622581,0.0027976362,0.00074305537,0.00001998016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006469069,0.00015966225,0.0033310456,0.0035041014,0.00039217208,0.00007229722,0.0708369,0.00022612815,0.0005241427,0.8283525,0.016717983,0.07581835],"study_design_scores_gemma":[0.0019620971,0.00084024714,0.005769742,0.023629596,0.0002752692,0.00010690487,0.0007466599,0.6443524,0.032823525,0.22590865,0.061008587,0.002576311],"about_ca_topic_score_codex":0.002123787,"about_ca_topic_score_gemma":0.0000060082116,"teacher_disagreement_score":0.6807041,"about_ca_system_score_codex":0.00020836912,"about_ca_system_score_gemma":0.0001652684,"threshold_uncertainty_score":0.999932},"labels":[],"label_agreement":null},{"id":"W4389159484","doi":"10.1007/978-3-031-45162-1_1","title":"Internet of Everything: Evolution and Fundamental Concepts","year":2023,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Computer science; Network topology; Network architecture; The Internet; Context (archaeology); Computer network; World Wide Web","score_opus":0.02912543681162284,"score_gpt":0.2528601067364143,"score_spread":0.22373466992479146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389159484","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038254492,0.0030312296,0.28185225,0.0007289306,0.058530968,0.001092227,0.00000775163,0.0011632363,0.6153389],"genre_scores_gemma":[0.47296616,0.000037753427,0.006155574,0.00021432585,0.0007749227,0.000002925231,0.000018292129,0.0000777358,0.5197523],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99814725,0.000023245184,0.00063633115,0.00051787373,0.00043001064,0.00024529907],"domain_scores_gemma":[0.99859005,0.00016302084,0.0006487804,0.0003850229,0.00013615328,0.00007697266],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000385128,0.00030760362,0.00052060094,0.00028630026,0.000024207793,0.00008669857,0.0010414093,0.00026244618,0.000016155636],"category_scores_gemma":[0.000044348977,0.0003124731,0.0001916081,0.000053953736,0.000222718,0.00039630238,0.0015413564,0.00041006788,0.000059803777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000099085,0.00008643715,0.0015552114,0.0011784347,0.00078672176,0.00012251186,0.045100477,0.000006559296,0.0011339884,0.7937602,0.089186914,0.06698348],"study_design_scores_gemma":[0.003575803,0.0034028941,0.0029187787,0.022111874,0.0003980191,0.000575769,0.0002851856,0.2519121,0.012708606,0.36302495,0.33474222,0.004343822],"about_ca_topic_score_codex":0.00036983335,"about_ca_topic_score_gemma":0.0000024320004,"teacher_disagreement_score":0.43471166,"about_ca_system_score_codex":0.00012016194,"about_ca_system_score_gemma":0.00006074285,"threshold_uncertainty_score":0.9999327},"labels":[],"label_agreement":null},{"id":"W4389163617","doi":"10.1007/978-3-031-45162-1_8","title":"Role of Blockchain for IoE Infrastructures and Applications","year":2023,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":4,"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 British Columbia","funders":"","keywords":"Blockchain; Computer science; Computer security","score_opus":0.00816666157415472,"score_gpt":0.22392638779967353,"score_spread":0.2157597262255188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389163617","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":[0.0014409825,0.002838921,0.8688029,0.0017696328,0.00025276467,0.0030147287,0.00035546056,0.00095487223,0.12056975],"genre_scores_gemma":[0.57888323,0.00039394957,0.18381672,0.00072821183,0.0002747332,0.0011353124,0.00009983485,0.0002055304,0.23446245],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99903566,0.000003842038,0.00036033077,0.0003568088,0.00012645203,0.00011688454],"domain_scores_gemma":[0.9987035,0.00014268549,0.00038646813,0.0005862773,0.00013935551,0.00004173056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015951539,0.00016566127,0.00031492865,0.00022921927,0.000030996616,0.000016078224,0.0010115326,0.00034087332,0.000010879749],"category_scores_gemma":[0.000024911902,0.00016554003,0.00010093642,0.000052949687,0.00021570374,0.000031865842,0.00050418306,0.00022040587,0.000003561229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025594397,0.000007457403,0.000004743926,0.00007210622,0.000050144532,1.4328761e-7,0.00045060625,0.00000180808,0.00035656008,0.95657384,0.0007256407,0.04175437],"study_design_scores_gemma":[0.00009934622,0.00006499595,0.000018963201,0.00007672177,0.00002218646,0.0000061166334,0.000012995762,0.0071601765,0.0034697086,0.9242688,0.06466135,0.00013863506],"about_ca_topic_score_codex":0.00005545696,"about_ca_topic_score_gemma":0.00000961,"teacher_disagreement_score":0.6849862,"about_ca_system_score_codex":0.000012483487,"about_ca_system_score_gemma":0.000032901014,"threshold_uncertainty_score":0.67505264},"labels":[],"label_agreement":null},{"id":"W4389189829","doi":"10.1007/978-3-031-45162-1","title":"Cybersecurity Vigilance and Security Engineering of Internet of Everything","year":2023,"lang":"en","type":"book","venue":"Internet of things","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"Higher Education Authority","keywords":"Computer security; Vigilance (psychology); The Internet; Internet privacy; Internet security; Computer science; Information security; Security service; World Wide Web; Psychology","score_opus":0.008457014045243325,"score_gpt":0.2077091287000691,"score_spread":0.19925211465482578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389189829","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":[0.38813663,0.013862561,0.39529845,0.0008166415,0.022396255,0.003187016,0.00016719058,0.0026906456,0.17344463],"genre_scores_gemma":[0.9181712,0.0005647917,0.00620513,0.00012921964,0.00022168712,0.000010625761,0.000018548777,0.00008359943,0.07459515],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978306,0.00004685526,0.000863188,0.0005103393,0.00050553266,0.00024343855],"domain_scores_gemma":[0.9979705,0.00029081546,0.0009131838,0.0005449757,0.0002019024,0.00007858911],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006529877,0.00031668553,0.00077427377,0.00036758083,0.000014918039,0.000047364756,0.0012024312,0.00038402085,0.000023256174],"category_scores_gemma":[0.00014722755,0.00033877077,0.00022568273,0.0002063101,0.00014622934,0.0005763325,0.0012523362,0.00072274264,0.000008092352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035799472,0.0003970263,0.0004156452,0.018849771,0.001697512,0.00015324874,0.13635533,0.0003866666,0.0044275927,0.7128509,0.09268901,0.031419273],"study_design_scores_gemma":[0.0013398281,0.0014843127,0.00030316497,0.022668464,0.00017498538,0.00016844287,0.00007567973,0.7040833,0.07069801,0.12073032,0.07643345,0.0018400205],"about_ca_topic_score_codex":0.000500781,"about_ca_topic_score_gemma":0.000022194507,"teacher_disagreement_score":0.70369667,"about_ca_system_score_codex":0.000086005064,"about_ca_system_score_gemma":0.000078635414,"threshold_uncertainty_score":0.9999064},"labels":[],"label_agreement":null},{"id":"W7149501758","doi":"10.1007/978-3-032-02709-2_8","title":"A Feedback-Linearized Model Predictive Control Strategy for Constrained Wheeled Mobile Robots","year":2025,"lang":"en","type":"book-chapter","venue":"Internet of things","topic":"Control and Dynamics of Mobile Robots","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Model predictive control; Mobile robot; Control theory (sociology); Robot; Control (management); Stability (learning theory); Trajectory; Field (mathematics)","score_opus":0.008866721792757416,"score_gpt":0.2177054000748614,"score_spread":0.20883867828210398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7149501758","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":[0.00006469096,0.0012768231,0.73407257,0.0000392452,0.00054604124,0.0021566448,0.00086303335,0.00043126344,0.2605497],"genre_scores_gemma":[0.5881311,0.00018346694,0.0056159827,0.00018902114,0.00019063744,0.0005712761,0.0003040466,0.00021774169,0.4045967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99800676,0.000009683018,0.00086487486,0.00046953972,0.00026673803,0.00038237672],"domain_scores_gemma":[0.99853164,0.0003332322,0.0002707671,0.00040360048,0.0003403626,0.00012041469],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019848497,0.0006227366,0.0012331028,0.0002609578,0.000026961441,0.00006128624,0.0005147433,0.0006627893,0.00011268554],"category_scores_gemma":[0.000049927756,0.0006441129,0.0006123922,0.000024408062,0.00013750771,0.00017003308,0.000083974526,0.0005749147,0.000010774033],"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":[0.00071587466,0.000037390822,6.981656e-7,0.0006696366,0.0015387969,0.000010828929,0.00027567183,0.951591,0.0007233624,0.029299766,0.0042720204,0.010864926],"study_design_scores_gemma":[0.0037560281,0.0003168258,5.1474365e-7,0.00078536116,0.00038603373,0.000006023571,0.000013518197,0.97675174,0.000073272575,0.015438209,0.0020091278,0.0004633447],"about_ca_topic_score_codex":0.000036469366,"about_ca_topic_score_gemma":0.000019286206,"teacher_disagreement_score":0.72845656,"about_ca_system_score_codex":0.00016176468,"about_ca_system_score_gemma":0.00016815848,"threshold_uncertainty_score":0.999601},"labels":[],"label_agreement":null}]}