{"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":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048830784,0.0015400995,0.9695116,0.00045575385,0.00039894128,0.00004827109,0.000037827034,0.00021745484,0.022907065],"genre_scores_gemma":[0.44677326,0.0046167625,0.51075506,0.00097126263,0.00082984794,0.00026391784,0.00014107616,0.00029040017,0.035358436],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999564,0.00015503769,0.00002063586,0.000072970106,0.00014290698,0.00004446261],"domain_scores_gemma":[0.99944,0.00033361014,0.000028266006,0.0000787228,0.000098033604,0.000021373753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005311931,0.0007492133,0.00066311785,0.00042839462,0.00067712064,0.0010541003,0.0012514294,0.0013258107,0.0041811457],"category_scores_gemma":[0.0013022387,0.00029364848,0.0006288451,0.000648166,0.0011916606,0.0017043402,0.0012494564,0.0017747782,0.0011132859],"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":[0.00006006793,0.00005361984,0.00007443689,0.00020904254,0.00003911924,0.00022812602,0.00019487973,0.051519573,0.017967338,0.83647144,0.008184317,0.08499802],"study_design_scores_gemma":[0.000016643868,0.0001281836,0.00009723871,0.000062659296,0.000029782117,0.00047942152,0.000046284935,0.57838196,0.0069677103,0.39562997,0.018104741,0.00005541658],"about_ca_topic_score_codex":0.00054934144,"about_ca_topic_score_gemma":0.0006382345,"teacher_disagreement_score":0.0041811457,"about_ca_system_score_codex":0.00048773972,"about_ca_system_score_gemma":0.00052457984,"threshold_uncertainty_score":0.013987303},"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":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022564592,0.040289424,0.38706142,0.013749657,0.0041605625,0.0004287296,0.0011640922,0.002171448,0.52841],"genre_scores_gemma":[0.36203367,0.038939804,0.3354863,0.004031815,0.0020230846,0.00035514112,0.0027309558,0.00080964336,0.25358963],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971384,0.000035058798,0.000015703505,0.000041677682,0.00013113496,0.000062560604],"domain_scores_gemma":[0.9997497,0.00008030087,0.000013741687,0.000057674573,0.000055753757,0.000042763957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047419837,0.00037426612,0.00029757718,0.00060745847,0.00067631935,0.003327652,0.0009545971,0.0008421025,0.011670779],"category_scores_gemma":[0.00068497023,0.00023328373,0.00044792044,0.0013968007,0.00038754908,0.0044113006,0.0028116887,0.0013602284,0.002715094],"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":[0.00010061735,0.00010052795,0.00042980062,0.00039386688,0.00003536177,0.0003598095,0.00088585285,0.0021202012,0.008371939,0.3618854,0.09884064,0.526476],"study_design_scores_gemma":[0.00001997715,0.000043678945,0.0010059753,0.00046495732,0.000030712694,0.00075237436,0.0007680632,0.016778102,0.0060925125,0.12763877,0.8463697,0.000035181067],"about_ca_topic_score_codex":0.0019148034,"about_ca_topic_score_gemma":0.003160177,"teacher_disagreement_score":0.011670779,"about_ca_system_score_codex":0.0007597806,"about_ca_system_score_gemma":0.00095620827,"threshold_uncertainty_score":0.039042592},"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":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015648548,0.034560602,0.25576177,0.0026267536,0.0051087257,0.00010643955,0.000607057,0.0022408306,0.6974229],"genre_scores_gemma":[0.016814012,0.023538083,0.06461653,0.0007756502,0.0011920305,0.000096520365,0.00069626875,0.00045582492,0.891815],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99987864,0.000010149837,0.000003787801,0.000017139624,0.000083390616,0.000006831254],"domain_scores_gemma":[0.99989486,0.000047040896,0.0000054253705,0.000017963817,0.000026862414,0.000007785476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012754422,0.0009490384,0.00043914327,0.00075180596,0.0003314075,0.0014937666,0.0004996753,0.00069580815,0.0330424],"category_scores_gemma":[0.00026511654,0.0003229238,0.00028648454,0.0009192533,0.000408493,0.0018975901,0.0006622817,0.0011773884,0.015448025],"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":[0.000026827678,0.000052442607,0.00011305489,0.00033023368,0.000023075703,0.000082733786,0.000100120305,0.007932785,0.0056761084,0.17932408,0.36570218,0.44063637],"study_design_scores_gemma":[0.0000042653774,0.0000215587,0.0002669643,0.00010205169,0.000008221864,0.00013169982,0.000026256346,0.011833722,0.0011218677,0.0631923,0.923281,0.0000100530615],"about_ca_topic_score_codex":0.0009227329,"about_ca_topic_score_gemma":0.002160035,"teacher_disagreement_score":0.0330424,"about_ca_system_score_codex":0.00037619311,"about_ca_system_score_gemma":0.00034147192,"threshold_uncertainty_score":0.11053783},"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":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031676333,0.00062198093,0.91779053,0.0004625958,0.00051087624,0.0002079554,0.00032391492,0.0034785217,0.04492729],"genre_scores_gemma":[0.55101657,0.0007735328,0.3976353,0.00034787602,0.000097093594,0.000311818,0.0009722374,0.00029078076,0.04855477],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998572,0.0000194342,0.0000074769046,0.000023267676,0.00007298406,0.000019679548],"domain_scores_gemma":[0.9998803,0.000018333689,0.000009006733,0.000028248027,0.000055656805,0.0000083443065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013723983,0.00022313281,0.00020187865,0.00030631668,0.0003208276,0.0005659412,0.0009254378,0.00036907734,0.0041746013],"category_scores_gemma":[0.0003471705,0.00010102141,0.00016269405,0.00028704014,0.00015213613,0.0005206475,0.0004411987,0.0004700753,0.001086587],"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":[0.00029786315,0.00027180836,0.0009012102,0.0004965099,0.000087672386,0.00038589834,0.0001845138,0.053294342,0.23300248,0.15153821,0.032906007,0.5266335],"study_design_scores_gemma":[0.00006258346,0.00028751293,0.0007528082,0.000049873473,0.000055610508,0.0009324686,0.0001071895,0.68215925,0.16510855,0.026416693,0.124012224,0.000055155488],"about_ca_topic_score_codex":0.0007259491,"about_ca_topic_score_gemma":0.0010391234,"teacher_disagreement_score":0.0041746013,"about_ca_system_score_codex":0.00028719395,"about_ca_system_score_gemma":0.00033623946,"threshold_uncertainty_score":0.013965368},"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":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048797596,0.022270786,0.30537617,0.014948546,0.008851107,0.00015076931,0.0005036953,0.001679798,0.6413394],"genre_scores_gemma":[0.09890903,0.048721075,0.23766686,0.005882799,0.0036149153,0.000317918,0.0013126682,0.0024108572,0.6011639],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99947244,0.00011847833,0.000025881143,0.00007661393,0.0002583758,0.00004816916],"domain_scores_gemma":[0.99948055,0.00020654408,0.00001775828,0.00012986692,0.0001160723,0.00004922611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010361489,0.000722626,0.0003932778,0.0014187138,0.0009842372,0.0055917227,0.0013838777,0.0018911536,0.01352931],"category_scores_gemma":[0.001507122,0.00042405914,0.00044832393,0.002337649,0.0033390152,0.009401987,0.0030967896,0.0031923053,0.0041521722],"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":[0.0000068019854,0.000011958139,0.000059264046,0.00010233183,0.0000030897143,0.0000554211,0.00037471324,0.00074214523,0.000823495,0.8910302,0.033855136,0.07293544],"study_design_scores_gemma":[0.0000017684434,0.000008526321,0.00006839402,0.00014544268,0.0000027026174,0.00019563558,0.00023582162,0.0024568783,0.001081946,0.18732737,0.80846447,0.000010914028],"about_ca_topic_score_codex":0.0020686362,"about_ca_topic_score_gemma":0.0037337416,"teacher_disagreement_score":0.01352931,"about_ca_system_score_codex":0.001668007,"about_ca_system_score_gemma":0.0017040726,"threshold_uncertainty_score":0.045260012},"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":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0054051806,0.28387356,0.08519914,0.008504066,0.0067654867,0.00010928677,0.0003358131,0.00037480032,0.6094327],"genre_scores_gemma":[0.15412897,0.42195854,0.081044436,0.0059944913,0.00824003,0.000365465,0.0008510535,0.00037569707,0.3270413],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99973243,0.000041027597,0.00001567516,0.00007225917,0.00010882979,0.000029735587],"domain_scores_gemma":[0.99976116,0.00010888462,0.000018297183,0.000033952372,0.000053417287,0.00002426807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034655415,0.00080949784,0.0005435085,0.0012503999,0.00086114556,0.0038925589,0.0009896174,0.0015014175,0.0059107747],"category_scores_gemma":[0.0006395244,0.00039387547,0.00035657643,0.00266506,0.0031371643,0.0074939397,0.0013828719,0.0029900486,0.0022346675],"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":[0.00000652459,0.000018572951,0.00006169353,0.00021386707,0.0000045104734,0.0000544088,0.0002197016,0.0006145223,0.0005767884,0.92421615,0.019274205,0.05473905],"study_design_scores_gemma":[0.0000031176548,0.000019083094,0.0001800807,0.0002805768,0.000006465737,0.0003935099,0.00014169842,0.0012839576,0.00030440037,0.4693236,0.52804923,0.00001425925],"about_ca_topic_score_codex":0.0008566587,"about_ca_topic_score_gemma":0.0009171789,"teacher_disagreement_score":0.0059107747,"about_ca_system_score_codex":0.0012995203,"about_ca_system_score_gemma":0.0008805224,"threshold_uncertainty_score":0.019773543},"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":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066236276,0.025968388,0.17796974,0.007878121,0.001808558,0.00015917557,0.00016510699,0.00055830315,0.778869],"genre_scores_gemma":[0.24474521,0.04442006,0.081700176,0.001552764,0.0015974328,0.00034124876,0.00034723952,0.0004013495,0.6248945],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992835,0.00021935071,0.000027155267,0.00007741498,0.0003144038,0.000078261444],"domain_scores_gemma":[0.9991067,0.00042311952,0.000034731733,0.00023515789,0.00012751145,0.00007259905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318317,0.0005086435,0.0004283387,0.00093994476,0.0009226117,0.0050001913,0.00080898695,0.0018007108,0.016041787],"category_scores_gemma":[0.001892106,0.00032977588,0.0002847478,0.00180146,0.0026698387,0.008320309,0.0018816575,0.0025141537,0.004474372],"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":[0.000009036698,0.000011240691,0.000023670564,0.00007113895,0.0000025391691,0.000025231688,0.00011008616,0.0013124979,0.00046071914,0.9511424,0.0068111015,0.040020227],"study_design_scores_gemma":[0.0000063999255,0.000024994575,0.00005175856,0.00020406993,0.0000040184727,0.00013572627,0.00008831211,0.008584486,0.0011536122,0.65410686,0.3356272,0.000012439397],"about_ca_topic_score_codex":0.001033949,"about_ca_topic_score_gemma":0.0013176686,"teacher_disagreement_score":0.016041787,"about_ca_system_score_codex":0.0017589295,"about_ca_system_score_gemma":0.0014085029,"threshold_uncertainty_score":0.0536651},"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":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010151475,0.047865324,0.18904771,0.005671087,0.0030061665,0.000051252377,0.00009939749,0.0004747802,0.74363273],"genre_scores_gemma":[0.24043892,0.067338035,0.075497806,0.0016087042,0.0018935539,0.000078575715,0.0001587535,0.00026460394,0.612721],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999269,0.000009024522,0.0000022569332,0.000013950552,0.00004200114,0.0000058382834],"domain_scores_gemma":[0.9998628,0.00006840387,0.000011355689,0.000013372119,0.00003155926,0.000012464006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009369291,0.0003919009,0.00021867343,0.00041757524,0.00024703564,0.0012907186,0.00031778196,0.00043422508,0.005699413],"category_scores_gemma":[0.00038497464,0.00017134806,0.0001576338,0.00043774588,0.0006182147,0.0015386245,0.00039259304,0.0009164551,0.0013539921],"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":[0.0000141705905,0.00004347534,0.00039655913,0.00020662507,0.000012442656,0.00012740573,0.00025412458,0.012443898,0.0033649646,0.6325535,0.08395648,0.2666263],"study_design_scores_gemma":[0.000003189913,0.00004800765,0.0010485019,0.000247281,0.00001494986,0.0005136805,0.00017350899,0.031570498,0.0014202847,0.5315291,0.43341282,0.00001805765],"about_ca_topic_score_codex":0.0008994195,"about_ca_topic_score_gemma":0.001161463,"teacher_disagreement_score":0.005699413,"about_ca_system_score_codex":0.00045916167,"about_ca_system_score_gemma":0.00036502638,"threshold_uncertainty_score":0.019066453},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013418302,0.0006716945,0.9705732,0.0002002311,0.00015696516,0.00005129302,0.00005236078,0.0005833682,0.014292544],"genre_scores_gemma":[0.9234079,0.00064063346,0.055243544,0.0001961173,0.00008389869,0.00019927106,0.00011683615,0.000079453916,0.020032369],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99991167,0.000017276912,0.000003934529,0.00002245656,0.000031830972,0.0000128061665],"domain_scores_gemma":[0.99992645,0.000025923364,0.000011694598,0.000008275158,0.000022449847,0.00000519748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015102624,0.00067073456,0.00068702863,0.0002346901,0.00045498158,0.0006930524,0.00083697593,0.0006379262,0.0032918216],"category_scores_gemma":[0.0003312458,0.00034232804,0.00036338926,0.00038281892,0.00052800763,0.0006284644,0.00092916796,0.0005678204,0.00061959383],"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":[0.00010944879,0.000057727077,0.00013232247,0.00026933968,0.000054729328,0.00024168588,0.00018117565,0.84178704,0.015225606,0.022422308,0.0061742784,0.113344446],"study_design_scores_gemma":[0.000011748835,0.00007366189,0.00011102139,0.000013176933,0.000009288369,0.00002677826,0.000015505268,0.9928149,0.00094878714,0.004183581,0.0017808712,0.00001066952],"about_ca_topic_score_codex":0.007424679,"about_ca_topic_score_gemma":0.0060031833,"teacher_disagreement_score":0.007424679,"about_ca_system_score_codex":0.00034817547,"about_ca_system_score_gemma":0.00038466905,"threshold_uncertainty_score":0.014762938},"labels":[],"label_agreement":null}]}