{"meta":{"query_hash":"63bfb9765ff2","filters":{"topic":"IoT and GPS-based Vehicle Safety Systems"},"cohort_total":107,"direct_labels_cover":0,"predictions_cover":107,"exported":107,"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/63bfb9765ff2","api":"https://metacan.xera.ac/api/v1/cohort?topic=IoT+and+GPS-based+Vehicle+Safety+Systems"},"results":[{"id":"W119624824","doi":"","title":"DEVELOPMENT OF A GIS / GPS-BASED EMERGENCY RESPONSE SYSTEM","year":2019,"lang":"en","type":"article","venue":"GEOMATICA","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Geography; Cartography; Geographic information system; Emergency response; GIS applications; Remote sensing; Computer science; Medical emergency; Telecommunications; Medicine","score_opus":0.007527711576218975,"score_gpt":0.20170144519818475,"score_spread":0.19417373362196577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W119624824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883615,0.00010630092,0.005138703,0.00002972407,0.0007558344,0.00035230865,0.000009027876,0.00031545197,0.004931165],"genre_scores_gemma":[0.9951256,7.5581363e-7,0.004351739,0.0000044222484,0.0000325746,0.00003269739,0.000007907514,0.000033647266,0.00041068447],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987261,0.00005552551,0.00058053376,0.00013316325,0.00023916189,0.00026547906],"domain_scores_gemma":[0.9993678,0.00006800978,0.00006844714,0.00037443958,0.00004969839,0.000071633556],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000530291,0.00015580056,0.0002794936,0.00011810549,0.000037557944,0.0000069162234,0.00016514567,0.00008181137,0.00028536032],"category_scores_gemma":[0.00001663716,0.00014793906,0.00007592516,0.00021034578,0.000009675831,0.00004619484,0.00001666201,0.00006867112,0.0010853676],"study_design_candidate":"bench_or_experimental","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":[0.0019653772,0.00042516875,0.01877843,0.039448343,0.0011035445,0.000071518116,0.018796941,0.07905817,0.7956426,0.0032495356,0.010726906,0.030733451],"study_design_scores_gemma":[0.0035719075,0.00028786485,0.05759188,0.0026310417,0.00009086304,0.000022384102,0.0028197388,0.68837357,0.17346056,0.00003851192,0.0694114,0.0017002646],"about_ca_topic_score_codex":0.000005794793,"about_ca_topic_score_gemma":0.0000049531086,"teacher_disagreement_score":0.6221821,"about_ca_system_score_codex":0.00010207927,"about_ca_system_score_gemma":0.00007821206,"threshold_uncertainty_score":0.9996924},"labels":[],"label_agreement":null},{"id":"W1527899403","doi":"10.1007/978-3-540-75404-6_50","title":"Design and Field Testing of an Autonomous Underground Tramming System","year":2008,"lang":"en","type":"book-chapter","venue":"Springer tracts in advanced robotics","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"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 Toronto","funders":"","keywords":"Field (mathematics); Computer science; Engineering; Mathematics","score_opus":0.025219528157741148,"score_gpt":0.22094629911323882,"score_spread":0.19572677095549768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1527899403","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":[0.015388976,0.011320315,0.7722001,0.000039570852,0.0048343986,0.0032159905,0.000024868463,0.0020572355,0.19091852],"genre_scores_gemma":[0.79782486,0.0003904749,0.1968664,0.000014863106,0.0003274315,0.00001455636,0.000011366801,0.00030592043,0.004244118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818444,0.000024198462,0.0007919991,0.00038061215,0.00022204942,0.00039672665],"domain_scores_gemma":[0.99861205,0.000590911,0.00022209104,0.0003814185,0.000066746405,0.00012680377],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022676472,0.00047038894,0.00072095246,0.0002552026,0.000071608796,0.000027051263,0.0001975564,0.00040815005,0.0000024014284],"category_scores_gemma":[0.000041422696,0.0005414831,0.0000668311,0.000072370116,0.000056386933,0.00022325921,0.00003050757,0.00068597245,0.0000050581302],"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":[0.00002231092,0.0000160071,0.000024194062,0.0011377925,0.00004654783,0.00018733078,0.00022629078,0.9491793,0.0010384859,0.0018528033,0.0000036676531,0.046265274],"study_design_scores_gemma":[0.0028397804,0.0011101471,0.0005145405,0.010991297,0.00025956126,0.00066567597,0.0003234541,0.9630433,0.010497484,0.001075292,0.005228808,0.0034506877],"about_ca_topic_score_codex":0.000017156752,"about_ca_topic_score_gemma":0.000024561901,"teacher_disagreement_score":0.7824359,"about_ca_system_score_codex":0.0002750628,"about_ca_system_score_gemma":0.00007260731,"threshold_uncertainty_score":0.99970365},"labels":[],"label_agreement":null},{"id":"W1949311332","doi":"","title":"Achieving the Efficient Distribution of Police Stations and Rescue Police Points in Duhok City/ Iraq by Using (GIS)","year":2014,"lang":"en","type":"article","venue":"Journals & Books Hosting (International Knowledge Sharing Platform)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Distribution (mathematics); Position (finance); Quarter (Canadian coin); Geographic information system; Data collection; Geography; Business; Transport engineering; Environmental planning; Engineering; Environmental health; Cartography; Sociology; Finance","score_opus":0.028960352120943916,"score_gpt":0.28748449437074275,"score_spread":0.2585241422497988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1949311332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859356,0.00042884203,0.008360333,0.00008348004,0.0005812334,0.000198934,0.00008593895,0.00007476795,0.004250857],"genre_scores_gemma":[0.99913424,0.000026903881,0.00015650275,0.000026528334,0.00040359749,0.000007229465,0.00003997033,0.000038147806,0.00016689631],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981441,0.000048170798,0.0008292124,0.00023779292,0.0003462943,0.000394428],"domain_scores_gemma":[0.99887156,0.00035772801,0.00021084571,0.00020505438,0.0002385712,0.00011622857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014423399,0.00023794432,0.00029358317,0.00026741868,0.00027655115,0.00017304135,0.0003838024,0.00010565893,0.000014519767],"category_scores_gemma":[0.00024113832,0.00021112018,0.00009472706,0.00024503365,0.0000578452,0.00030445616,0.00014693895,0.00047753056,0.000005962869],"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":[0.00022950301,0.00041515802,0.13697457,0.0010093559,0.00068706623,0.000008924706,0.042779334,0.6403581,0.14761601,0.0050535933,0.0016324187,0.023235932],"study_design_scores_gemma":[0.0009241696,0.00003444251,0.037104446,0.0015832249,0.00003806887,0.00008522503,0.00059605716,0.9546111,0.0027689047,0.00013633561,0.0017671845,0.00035084752],"about_ca_topic_score_codex":0.0023373475,"about_ca_topic_score_gemma":0.0010002288,"teacher_disagreement_score":0.31425297,"about_ca_system_score_codex":0.0003589111,"about_ca_system_score_gemma":0.00004253787,"threshold_uncertainty_score":0.8609231},"labels":[],"label_agreement":null},{"id":"W2007474154","doi":"10.1067/mtn.2000.110278","title":"Holiday safety Web sites","year":2000,"lang":"en","type":"article","venue":"International Journal of Trauma Nursing","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","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":"Winnipeg Regional Health Authority; Capital District Health Authority","funders":"","keywords":"Medicine","score_opus":0.009676199016921912,"score_gpt":0.2532538673783399,"score_spread":0.24357766836141798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007474154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.939613,0.0010259637,0.0012740169,0.0012463279,0.0034959572,0.00005556868,0.000019223136,0.00008213364,0.05318782],"genre_scores_gemma":[0.9975812,0.000115652154,0.00050560164,0.000065280554,0.0013927369,3.991344e-7,0.0000054891434,0.000023765475,0.0003099032],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988636,0.000026063322,0.00048560163,0.00006855335,0.00038961833,0.00016659692],"domain_scores_gemma":[0.99955994,0.000051589337,0.0000789262,0.00007498687,0.00015095755,0.00008359712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021243106,0.00011617919,0.00017319301,0.00017425751,0.000037657297,0.00006801165,0.0003080446,0.000060242528,0.00062570407],"category_scores_gemma":[0.000009749881,0.00010975289,0.00015217441,0.000083342886,0.000033307788,0.000303216,0.000002837201,0.00021905043,0.00007908797],"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":[0.00030301456,0.00011349485,0.0008500659,0.000015167664,0.00029057014,0.00016248424,0.0015034997,0.046412658,0.016126554,0.00025760336,0.006303456,0.9276614],"study_design_scores_gemma":[0.011391261,0.0006565879,0.05030698,0.0055615413,0.00025459361,0.0068589384,0.0012239482,0.23215243,0.062483534,0.0037396874,0.6235271,0.0018433734],"about_ca_topic_score_codex":0.0000020436644,"about_ca_topic_score_gemma":0.0000018927478,"teacher_disagreement_score":0.925818,"about_ca_system_score_codex":0.00022775863,"about_ca_system_score_gemma":0.000024390105,"threshold_uncertainty_score":0.68510205},"labels":[],"label_agreement":null},{"id":"W2051280213","doi":"10.1061/41177(415)66","title":"A Real-Time Remote Safety Monitoring System for Commercial Vehicle Operations","year":2011,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Truck; Global Positioning System; Fleet management; Wireless; Real-time computing; Computer science; Transport engineering; Safety monitoring; Engineering; Automotive engineering; Telecommunications","score_opus":0.024545112453392904,"score_gpt":0.23172125361983445,"score_spread":0.20717614116644154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051280213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6368385,0.00012728096,0.10995654,0.0001256359,0.004822486,0.0021677928,0.00011523335,0.0043989085,0.24144766],"genre_scores_gemma":[0.98810226,0.000014034516,0.009764501,0.000006052329,0.0007080725,0.000030153235,0.000015215627,0.00006178902,0.0012979388],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990138,0.000028628785,0.00036353106,0.00016602539,0.00010522238,0.00032279824],"domain_scores_gemma":[0.999463,0.00005096511,0.000017961383,0.0002863382,0.000077250574,0.000104453226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024559128,0.0001693116,0.00023579258,0.00006283074,0.00020657839,0.000030982454,0.00015950682,0.00011483305,0.000048498765],"category_scores_gemma":[0.000008140768,0.00016413948,0.00009844248,0.00012695049,0.0000150569285,0.00015758931,0.000019256622,0.000089186586,0.00024581014],"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":[0.0012789313,0.00032326323,0.007734207,0.0042000744,0.001293873,0.00007954916,0.01882719,0.0679815,0.6722418,0.026288286,0.014993595,0.18475774],"study_design_scores_gemma":[0.0020657307,0.0001681628,0.0094638495,0.00034800058,0.00008166579,0.000019938218,0.0008767379,0.86646926,0.11476285,0.000028446004,0.0049044583,0.000810906],"about_ca_topic_score_codex":0.0008088942,"about_ca_topic_score_gemma":0.00005555186,"teacher_disagreement_score":0.7984878,"about_ca_system_score_codex":0.0001528508,"about_ca_system_score_gemma":0.000021275528,"threshold_uncertainty_score":0.6693413},"labels":[],"label_agreement":null},{"id":"W2060511531","doi":"10.11113/jt.v70.3488","title":"A Review of Selected Traffic Engineering Parameters in Police Crash Report Forms of Selected Countries","year":2014,"lang":"en","type":"review","venue":"Jurnal Teknologi","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Crash; Transport engineering; Forensic engineering; Engineering; Sri lanka; Sample (material); Computer security; Geography; Computer science; Environmental planning","score_opus":0.015945641955311955,"score_gpt":0.26801673098158457,"score_spread":0.2520710890262726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060511531","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":[0.003197908,0.99483675,0.00013500256,0.000008358636,0.00037001137,0.0009808057,0.00004190263,0.00031134574,0.00011793106],"genre_scores_gemma":[0.0026371633,0.9966812,0.00021124465,0.000014509025,0.00010212388,0.00009600516,0.00012273497,0.00011194227,0.00002307065],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99602795,0.00013143235,0.0025926712,0.00034166643,0.00031652887,0.00058972987],"domain_scores_gemma":[0.9977505,0.00039258285,0.0009101223,0.0005420259,0.000310418,0.00009431153],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008742571,0.0006231434,0.0035753443,0.00063649553,0.000020922545,0.000014568591,0.00047081488,0.00061942573,0.0000124560665],"category_scores_gemma":[0.00052905106,0.00050960935,0.0004809022,0.0021634228,0.000059535698,0.00009590129,0.00003761357,0.000884898,0.000017039845],"study_design_candidate":"systematic_review","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":[0.000012844946,0.00007127551,0.000109871755,0.83166087,0.00089843024,0.00013496811,0.00011702647,0.004360272,0.000040105504,0.00004225913,0.0022668438,0.16028525],"study_design_scores_gemma":[0.0003471381,0.00016784426,0.00013666449,0.2472907,0.0005620865,0.001208478,0.0000064160126,0.0016211449,0.00011725575,0.0000015039013,0.747743,0.00079776684],"about_ca_topic_score_codex":0.00004205237,"about_ca_topic_score_gemma":0.00004617763,"teacher_disagreement_score":0.7454762,"about_ca_system_score_codex":0.00028863634,"about_ca_system_score_gemma":0.00033733013,"threshold_uncertainty_score":0.99973553},"labels":[],"label_agreement":null},{"id":"W2065807460","doi":"10.1080/15472450903287781","title":"Real-Time Transportation Mode Detection via Tracking Global Positioning System Mobile Devices","year":2009,"lang":"en","type":"article","venue":"Journal of Intelligent Transportation Systems","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Real-time computing; Global Positioning System; Mode (computer interface); Computer science; Intelligent transportation system; Transport engineering; Automatic vehicle location; Embedded system; Engineering; Telecommunications; Human–computer interaction","score_opus":0.006947772698581734,"score_gpt":0.23595749288574433,"score_spread":0.2290097201871626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065807460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68684286,0.0009015778,0.30939174,0.000012534182,0.0016057309,0.00046731465,0.00006681649,0.00030036908,0.00041104795],"genre_scores_gemma":[0.9988561,0.00011180547,0.00028652741,0.00000794379,0.00057478825,0.00001696882,0.00008811996,0.000038176735,0.00001953733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968249,0.00009253012,0.0019275697,0.00020277411,0.00062781974,0.00032439624],"domain_scores_gemma":[0.99845326,0.00004922019,0.00063087646,0.00015943365,0.0005196188,0.00018758702],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005550699,0.000320963,0.0005895747,0.0002050488,0.00013526116,0.00011469128,0.00019094085,0.00022125752,0.0000136938015],"category_scores_gemma":[0.0000025908193,0.0003135635,0.0003289648,0.0004664121,0.000016512784,0.00075119553,3.3582882e-7,0.00024003525,0.000033029777],"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":[0.00021547881,0.000079333695,0.0018098062,0.00081854314,0.00024026025,0.00011533366,0.0022765144,0.8762667,0.10355826,0.0003054225,0.0000677893,0.014246537],"study_design_scores_gemma":[0.003202322,0.0024969766,0.11526455,0.0071101245,0.0012157374,0.001054227,0.01382015,0.69510335,0.15624547,0.00013384463,0.0021180438,0.0022351893],"about_ca_topic_score_codex":0.0001786504,"about_ca_topic_score_gemma":0.0001487747,"teacher_disagreement_score":0.31201327,"about_ca_system_score_codex":0.0005608316,"about_ca_system_score_gemma":0.000044538603,"threshold_uncertainty_score":0.99993163},"labels":[],"label_agreement":null},{"id":"W2074837630","doi":"10.1155/2015/257146","title":"Wireless Vehicular Sensor and Ad Hoc Networks 2015","year":2015,"lang":"en","type":"article","venue":"International Journal of Distributed Sensor Networks","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Wireless sensor network; Vehicular ad hoc network; Mobile ad hoc network; Wireless; Telecommunications; Network packet","score_opus":0.010692881693069365,"score_gpt":0.23243973937405846,"score_spread":0.2217468576809891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074837630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6544759,0.019452767,0.31352648,0.001485542,0.010121122,0.00024752744,0.00017058711,0.00020202764,0.00031797352],"genre_scores_gemma":[0.99576294,0.001331822,0.0003533911,0.00009234686,0.0022341153,0.0000022498834,0.00012549027,0.000045982437,0.000051686762],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981068,0.00009098153,0.00072102016,0.00016014582,0.0005665376,0.00035455183],"domain_scores_gemma":[0.99821025,0.00012934985,0.00026532693,0.00015876266,0.0008598657,0.00037643078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049689313,0.0002619003,0.00039466488,0.00013296069,0.000044392367,0.00014025466,0.00034579326,0.00023601673,0.00001452051],"category_scores_gemma":[0.00005202164,0.0002419946,0.00015626621,0.00017913934,0.00006705853,0.00024887652,0.000050497423,0.0005921111,0.0000099745375],"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":[0.000252538,0.000040379982,0.0023427664,0.000010540507,0.0005021542,0.0005000133,0.000102408485,0.9605772,0.0001766659,0.00003913649,0.024201363,0.011254858],"study_design_scores_gemma":[0.0024187556,0.00014156273,0.002795766,0.0002428358,0.00007760573,0.001119199,0.00034619332,0.93898886,0.00014557173,0.000047838537,0.053283677,0.00039214303],"about_ca_topic_score_codex":0.00000506849,"about_ca_topic_score_gemma":0.0000064800856,"teacher_disagreement_score":0.34128696,"about_ca_system_score_codex":0.00023121177,"about_ca_system_score_gemma":0.000043299406,"threshold_uncertainty_score":0.98682535},"labels":[],"label_agreement":null},{"id":"W2104632301","doi":"10.5383/juspn.03.02.004","title":"Recommendations for Australia’s Implementation of the National Emergency Warning System Using Location-Based Services","year":2011,"lang":"en","type":"article","venue":"Journal of Ubiquitous Systems and Pervasive Networks","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Warning system; Business; Early warning system; Computer science; Medical emergency; Computer security; Process management; Telecommunications; Medicine","score_opus":0.06869583214843028,"score_gpt":0.30355333961034386,"score_spread":0.23485750746191358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104632301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85637915,0.0029198178,0.1290032,0.00013506754,0.009884087,0.0013218434,0.000104955536,0.000054524204,0.00019735249],"genre_scores_gemma":[0.9985454,0.000033924487,0.00042133476,0.0000109513085,0.0009186169,0.00001843219,0.000009039427,0.000022909093,0.000019411342],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984838,0.00009562626,0.00092025206,0.00009140784,0.00022734284,0.00018157827],"domain_scores_gemma":[0.9981698,0.000077305885,0.0007091441,0.00008857518,0.00089452276,0.000060675648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006906691,0.00014346822,0.00027489758,0.000108133536,0.00017366822,0.000025134073,0.00016040051,0.00010011657,0.000015083482],"category_scores_gemma":[0.000006891286,0.00011034796,0.0001328308,0.00020326198,0.000016797894,0.00018403548,0.000011211555,0.00013584473,3.496673e-7],"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":[0.0000642086,0.00003865235,0.042119335,0.0037880216,0.00042380727,0.0000015165887,0.0039381306,0.9431948,0.0017461806,0.0008496876,0.0028387257,0.0009969468],"study_design_scores_gemma":[0.0013369931,0.00022445696,0.015500423,0.0022753107,0.00024953295,0.00012578275,0.011968092,0.9649369,0.0011185042,0.000030076573,0.0019178971,0.0003160442],"about_ca_topic_score_codex":0.00052767986,"about_ca_topic_score_gemma":0.00014468124,"teacher_disagreement_score":0.14216623,"about_ca_system_score_codex":0.00013951186,"about_ca_system_score_gemma":0.00007819112,"threshold_uncertainty_score":0.44998592},"labels":[],"label_agreement":null},{"id":"W2117427647","doi":"10.2139/ssrn.1566795","title":"Hazard Warnings in Sri Lanka: Challenges of Internetworking with Common Alerting Protocol","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":17,"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 Alberta","funders":"University of Moratuwa","keywords":"Sri lanka; Internetworking; Protocol (science); Hazard; Computer security; Geography; Computer science; Medicine; The Internet; Environmental planning; Tanzania; Biology; World Wide Web","score_opus":0.008220232618519905,"score_gpt":0.23715052285160929,"score_spread":0.2289302902330894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117427647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97818387,0.0022777754,0.0056769475,0.00014898877,0.00018910013,0.0070085097,4.3537534e-7,0.00014845048,0.0063658985],"genre_scores_gemma":[0.99896705,0.00017303623,0.00005181993,0.0000070558303,0.00032035168,0.00041576818,6.32433e-7,0.000036630114,0.000027659375],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997471,0.00004879497,0.0005175368,0.00012461534,0.00021346308,0.0016246281],"domain_scores_gemma":[0.99954665,0.00006403769,0.0001722262,0.00011980413,0.000040884195,0.000056401586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00261104,0.00017761574,0.00028943218,0.00018528133,0.000047276102,0.000015857751,0.00020124763,0.000094859446,0.0000032969026],"category_scores_gemma":[0.000009541134,0.00014911148,0.00006218364,0.00018795083,0.000024916148,0.00012370545,0.000017572109,0.0016477975,0.0000032099592],"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":[0.0016196785,0.00024206005,0.24375485,0.001053141,0.0008005215,0.00017442135,0.021454541,0.030734044,0.004226678,0.013660307,0.000046730194,0.68223304],"study_design_scores_gemma":[0.069206685,0.01977415,0.21514538,0.03400609,0.00049178983,0.015032004,0.16473928,0.2691996,0.069384664,0.05379663,0.07806137,0.011162355],"about_ca_topic_score_codex":0.00005522373,"about_ca_topic_score_gemma":0.006125078,"teacher_disagreement_score":0.6710707,"about_ca_system_score_codex":0.0005552192,"about_ca_system_score_gemma":0.00016467247,"threshold_uncertainty_score":0.71589524},"labels":[],"label_agreement":null},{"id":"W219530811","doi":"","title":"Using GIS to assess the utility of an integrated WNV surveillance system in Saskatchewan.","year":2004,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Computer science; Environmental planning","score_opus":0.033977753540235606,"score_gpt":0.2626866884510247,"score_spread":0.2287089349107891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W219530811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573896,0.0000437315,0.039873354,0.000026043925,0.0003228022,0.0003000112,0.000017957183,0.00019987622,0.001826641],"genre_scores_gemma":[0.99852103,5.1360166e-7,0.001359412,0.000014789039,0.000045917914,0.000007655651,0.0000054729207,0.000021652295,0.000023577659],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989765,0.000094923016,0.00037924,0.00015877618,0.00015290329,0.00023763691],"domain_scores_gemma":[0.9994139,0.00005124633,0.00003213721,0.00036721822,0.000070249385,0.000065214066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007011171,0.00014392642,0.00026982697,0.000072974304,0.000032548505,0.000022532828,0.00020627177,0.00008276186,0.000015183485],"category_scores_gemma":[0.000014838177,0.000102607286,0.000044090415,0.00051421777,0.000022829585,0.00009800133,0.0000183552,0.00013745832,0.000009042056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001452394,0.00017123012,0.0464594,0.0013769399,0.00011840676,0.00005094968,0.0067745326,0.8676189,0.059288193,0.0006738518,0.00016412439,0.017158221],"study_design_scores_gemma":[0.001243462,0.000092358736,0.11102688,0.0005817596,0.000011216142,0.000032701973,0.02469069,0.8006224,0.06045745,0.00003589259,0.0006340781,0.0005710775],"about_ca_topic_score_codex":0.009213657,"about_ca_topic_score_gemma":0.016795214,"teacher_disagreement_score":0.06699648,"about_ca_system_score_codex":0.00018478736,"about_ca_system_score_gemma":0.000076225544,"threshold_uncertainty_score":0.9973841},"labels":[],"label_agreement":null},{"id":"W2289028721","doi":"10.14288/1.0108840","title":"Enhancing campus transportation monitoring","year":2015,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Computer science; Transport engineering; Engineering","score_opus":0.008208358455553611,"score_gpt":0.1654111656860028,"score_spread":0.1572028072304492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2289028721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99423933,0.00027398433,0.003388157,0.000008105251,0.00063494,0.00010744953,0.000039360213,0.00021907804,0.0010895926],"genre_scores_gemma":[0.999159,0.00003450023,0.00039305372,0.0000021471565,0.00009482487,3.2723662e-7,0.0000153613,0.00001732187,0.00028346776],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993689,0.000015564394,0.00011331515,0.00014555306,0.00017274321,0.00018394156],"domain_scores_gemma":[0.99958724,0.000014281426,0.00003881065,0.00012823228,0.00010491955,0.00012652893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001338668,0.00003593553,0.00016735031,0.000030971303,0.00007110745,0.000033144628,0.00013092195,0.00008701857,0.000011670159],"category_scores_gemma":[0.000005502975,0.00014675589,0.00006476832,0.00017648445,0.000038995717,0.00027596767,0.000006489352,0.00009602657,0.000026012342],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022560078,0.000080391124,0.12687682,0.00063289853,0.00015211939,0.0004724725,0.0046173693,0.008387505,0.012336184,0.000002031723,0.004324092,0.84209555],"study_design_scores_gemma":[0.0008033757,0.00003544421,0.99351496,0.00020654639,0.000025459807,0.000013547356,0.0032925985,0.0011310792,0.000105900195,0.00003923434,0.0006258814,0.00020595427],"about_ca_topic_score_codex":0.041343916,"about_ca_topic_score_gemma":0.13506395,"teacher_disagreement_score":0.8666382,"about_ca_system_score_codex":0.00009173395,"about_ca_system_score_gemma":0.000035146168,"threshold_uncertainty_score":0.96503985},"labels":[],"label_agreement":null},{"id":"W2323066507","doi":"10.2514/6.2008-1146","title":"Using GPS-based Data Acquisition to Evaluate Vehicle and Driver Performance","year":2008,"lang":"en","type":"article","venue":"46th AIAA Aerospace Sciences Meeting and Exhibit","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Global Positioning System; Computer science; Real-time computing; Telecommunications","score_opus":0.06495258622879413,"score_gpt":0.281357913385101,"score_spread":0.2164053271563069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323066507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962935,0.00074772496,0.0008980491,0.00025035258,0.0003000664,0.00019137752,0.0000115144185,0.00017447869,0.0011329709],"genre_scores_gemma":[0.9952259,0.000096603755,0.0042595505,0.00015885304,0.0001619498,0.000004790403,0.000007327652,0.000020801157,0.000064219545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836963,0.000052948817,0.00022372723,0.00049184356,0.00038820007,0.0004736401],"domain_scores_gemma":[0.99929833,0.00007137841,0.000050520594,0.00033370277,0.000052776384,0.00019328049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011493806,0.00020303878,0.00021498167,0.00011763932,0.0008162934,0.000111001646,0.0002717398,0.0000705642,0.000008708124],"category_scores_gemma":[0.0000376526,0.00018749345,0.000021632179,0.0004692057,0.00025705478,0.0004983524,0.00012605324,0.00012446259,0.000022740594],"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":[0.00007992006,0.000041926505,0.2927666,0.0004567952,0.00003294262,0.000023839857,0.0038646054,0.5196327,0.17082034,0.00003785401,0.0026932822,0.009549192],"study_design_scores_gemma":[0.0005122045,0.0001293944,0.019728804,0.00030191356,0.000018052331,0.000031616128,0.00024886968,0.96799785,0.01002911,0.000004879836,0.0006506157,0.00034669816],"about_ca_topic_score_codex":0.00022248473,"about_ca_topic_score_gemma":0.000031460648,"teacher_disagreement_score":0.44836515,"about_ca_system_score_codex":0.000041625266,"about_ca_system_score_gemma":0.00006845435,"threshold_uncertainty_score":0.7645761},"labels":[],"label_agreement":null},{"id":"W2353949500","doi":"","title":"The Arithmetic which is Used by Cab Integrated Radio Equipment to Make Sure the Target Point Based on GPS Data","year":2005,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Computer science; Point (geometry); Function (biology); Geographic coordinate system; Real-time computing; Software; Telecommunications; Geodesy; Operating system","score_opus":0.010534630035493087,"score_gpt":0.2282081453580248,"score_spread":0.2176735153225317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2353949500","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":[0.00087643915,0.0004338579,0.9714318,0.023988923,0.0000921648,0.0018272366,0.0005313043,0.00032088687,0.0004973928],"genre_scores_gemma":[0.87346745,0.000051675517,0.111040175,0.006885893,0.0019037368,0.0024466452,0.0024351298,0.00024122985,0.0015280411],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99851847,0.000055561377,0.00038817676,0.00041778688,0.00022107786,0.00039891253],"domain_scores_gemma":[0.9980714,0.00020952971,0.000047377584,0.0014683317,0.00008578047,0.00011763506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004621263,0.0002628263,0.00018959322,0.000066109984,0.00037266235,0.00020025506,0.0012475165,0.00008749455,0.00002938158],"category_scores_gemma":[0.0000016331423,0.00017395639,0.000057723737,0.0005750831,0.00003407762,0.000058656096,0.00012243801,0.0003093222,0.0004016738],"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":[0.000022820543,0.00016513068,0.00009569258,0.000050576484,0.00015330443,8.3910453e-7,0.0011786597,0.07303983,0.013038737,0.00034247726,0.7074417,0.20447025],"study_design_scores_gemma":[0.0002487629,0.000016144524,0.00008639333,0.000018467883,0.00001256698,0.0000027809408,0.00003516253,0.2799375,0.004083982,0.0000173207,0.715374,0.00016693716],"about_ca_topic_score_codex":0.00007650989,"about_ca_topic_score_gemma":0.00019002495,"teacher_disagreement_score":0.872591,"about_ca_system_score_codex":0.00018512276,"about_ca_system_score_gemma":0.000060412298,"threshold_uncertainty_score":0.7093736},"labels":[],"label_agreement":null},{"id":"W2358555643","doi":"","title":"Design of Vehicle Alarming and Control System Based on GSM","year":2006,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; GSM; Wireless; Global Positioning System; Embedded system; Control (management); Software; Interface (matter); Orientation (vector space); Software design; Telecommunications; Real-time computing; Computer hardware; Software development; Operating system; Artificial intelligence","score_opus":0.0036489477099862313,"score_gpt":0.1674069586618537,"score_spread":0.16375801095186748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2358555643","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":[0.0069985935,0.00017767453,0.99130976,0.000046725843,0.000019889536,0.00070097693,0.000017939492,0.000242762,0.00048567945],"genre_scores_gemma":[0.97684145,9.1788974e-7,0.022717912,0.000040296058,0.00014727478,0.00020034525,0.000010744679,0.000024627478,0.000016420756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993428,0.000026440619,0.0002495561,0.00015441413,0.000073365685,0.00015340112],"domain_scores_gemma":[0.99959105,0.0001097832,0.00004116836,0.00018594768,0.000036830264,0.000035245626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011586994,0.000120144694,0.00016893496,0.000082490726,0.00006738526,0.00002098637,0.00010139357,0.000059538088,0.0000014859463],"category_scores_gemma":[9.2773384e-8,0.00012390848,0.000035048193,0.0001315267,0.000022570588,0.000030888496,0.0000074400496,0.000067102235,0.000023625234],"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":[0.00001888043,0.0000884433,0.00085780764,0.0005429715,0.00003812032,0.000002364063,0.00006910279,0.6737798,0.2966967,0.00156406,0.0014316833,0.024910087],"study_design_scores_gemma":[0.0008932072,0.00002705309,0.0015636828,0.00007507502,0.000019965117,0.0000052177043,0.000010462103,0.958166,0.026048895,0.000026159045,0.01299938,0.00016489702],"about_ca_topic_score_codex":0.000026571164,"about_ca_topic_score_gemma":0.0000010747282,"teacher_disagreement_score":0.96984285,"about_ca_system_score_codex":0.00004743086,"about_ca_system_score_gemma":0.000011531824,"threshold_uncertainty_score":0.50528413},"labels":[],"label_agreement":null},{"id":"W2360627364","doi":"","title":"The Design and Realization of the 120 Vehicle First-aid System Bases on GPS Orientations","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Computer science; Realization (probability); GPS tracking server; Service (business); Assisted GPS; Precision Lightweight GPS Receiver; Real-time computing; Transmission (telecommunications); Service system; Simulation; Telecommunications; Gps receiver","score_opus":0.00975391117506298,"score_gpt":0.18599578094181923,"score_spread":0.17624186976675627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2360627364","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":[0.024477176,0.00028022964,0.97266716,0.0003174497,0.00008584935,0.0013287116,0.00002426046,0.00021267234,0.0006065083],"genre_scores_gemma":[0.99519265,0.00007747283,0.003980344,0.00004556822,0.0001624217,0.00039800713,0.00001263403,0.000024606805,0.00010628176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999343,0.000047339738,0.0002441149,0.0001345181,0.000101061065,0.00012999166],"domain_scores_gemma":[0.9993124,0.00022895615,0.000058019898,0.0003053455,0.00006137882,0.00003388709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105399784,0.000104062565,0.00009747796,0.000034651748,0.000630365,0.00002365188,0.00019503328,0.00004284183,0.0000011009922],"category_scores_gemma":[8.895194e-7,0.00007098898,0.000042683798,0.0002826431,0.000075000826,0.00004431128,0.000026657706,0.00007111,0.000017294944],"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":[0.00007690693,0.00026658122,0.008985066,0.0011608548,0.0003491635,0.0000040779346,0.008088347,0.66877186,0.031587765,0.110496715,0.06888162,0.10133103],"study_design_scores_gemma":[0.0010106496,0.00007214659,0.021033322,0.00021992669,0.00005984924,0.00008064596,0.0003237893,0.2879938,0.039709114,0.00023999135,0.6488378,0.00041895988],"about_ca_topic_score_codex":0.000026860325,"about_ca_topic_score_gemma":0.0000135141845,"teacher_disagreement_score":0.97071546,"about_ca_system_score_codex":0.00005514722,"about_ca_system_score_gemma":0.00002027221,"threshold_uncertainty_score":0.48483217},"labels":[],"label_agreement":null},{"id":"W2363449758","doi":"","title":"The special wireless tracking system for police based on GPS/GSM/GIS","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Computer science; GSM; Precision Lightweight GPS Receiver; Base station; GPS tracking server; Assisted GPS; Wireless; Real-time computing; Positioning system; Hybrid positioning system; Reliability (semiconductor); Geographic information system; Software; Tracking system; Telecommunications; Remote sensing; Gps receiver; Artificial intelligence; Kalman filter; Engineering; Geography","score_opus":0.01100566877532065,"score_gpt":0.2125984029095125,"score_spread":0.20159273413419188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2363449758","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":[0.016239667,0.00008326932,0.97478265,0.0004121676,0.00036289386,0.0022059034,0.00008960791,0.00077998766,0.005043866],"genre_scores_gemma":[0.98440886,0.000009196025,0.006187429,0.00013715039,0.0075341677,0.0013811089,0.00005117773,0.000077904675,0.00021299298],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989831,0.00002035913,0.00031608646,0.00023270646,0.00012004404,0.00032769964],"domain_scores_gemma":[0.9991947,0.00023853099,0.00005242593,0.00037108004,0.00007634015,0.000066962675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012782238,0.00018622723,0.0001771459,0.00007196449,0.00065704575,0.000067046945,0.00034519655,0.00008751164,0.0000017535522],"category_scores_gemma":[2.3702671e-7,0.00016027031,0.00013483192,0.00022622629,0.000044741468,0.000047980622,0.000015236591,0.00013084337,0.000118764874],"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":[0.000108767395,0.00021462703,0.00045442602,0.0010588409,0.00021149975,0.000006036772,0.0033011248,0.06637188,0.023319595,0.011310314,0.09351566,0.8001272],"study_design_scores_gemma":[0.00058039837,0.000024365581,0.00055029866,0.00005224242,0.000013380643,0.000017419445,0.00007208872,0.16940969,0.009940455,0.000012727392,0.8190707,0.00025625183],"about_ca_topic_score_codex":0.000031553536,"about_ca_topic_score_gemma":0.000032593944,"teacher_disagreement_score":0.9685952,"about_ca_system_score_codex":0.00018349988,"about_ca_system_score_gemma":0.0000349641,"threshold_uncertainty_score":0.6535634},"labels":[],"label_agreement":null},{"id":"W2366899338","doi":"","title":"Prisoner Localization and Management System Based on RFID","year":2013,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Prison; Computer science; Computer security; Management system; State (computer science); Embedded system; Risk analysis (engineering); Engineering management; Operations management; Criminology; Business; Algorithm","score_opus":0.0037733080580963294,"score_gpt":0.16347139402031577,"score_spread":0.15969808596221943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2366899338","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":[0.026076978,0.00012330289,0.7443425,0.00024946342,0.00077373895,0.0013484663,0.000002589221,0.0014673325,0.22561562],"genre_scores_gemma":[0.9984242,0.0000062047175,0.0005227715,0.00011216864,0.00005021584,0.000055943627,0.0000062504605,0.000020577554,0.0008016897],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951684,0.000013153802,0.00013156439,0.0001041921,0.00010305771,0.00013116877],"domain_scores_gemma":[0.99976707,0.000012465514,0.000010688713,0.00014334137,0.000017664643,0.000048801612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006427465,0.00009357199,0.00008611354,0.00006523939,0.000034745455,0.000037515703,0.000039735503,0.0000430477,0.000064289576],"category_scores_gemma":[7.5284663e-7,0.00007747267,0.000016423097,0.00008557453,0.0000069798184,0.000062322804,0.0000070516094,0.000032841064,0.0003238653],"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":[0.000029661936,0.00008362481,0.009402012,0.0071605016,0.00016496438,0.000025433812,0.00027007362,0.78582424,0.0008595446,0.027931765,0.084875725,0.08337247],"study_design_scores_gemma":[0.00030156795,0.000019854795,0.0025445488,0.00009816969,0.0000063484918,8.173573e-7,0.00010325856,0.9863615,0.0005175153,0.000004991222,0.009926922,0.00011451093],"about_ca_topic_score_codex":0.000037169484,"about_ca_topic_score_gemma":0.0000033085835,"teacher_disagreement_score":0.9723472,"about_ca_system_score_codex":0.000049360722,"about_ca_system_score_gemma":0.0000015316745,"threshold_uncertainty_score":0.4162741},"labels":[],"label_agreement":null},{"id":"W2372206783","doi":"","title":"Redundancy Design and Application of Large Population Database","year":2006,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Backup; Computer science; Redundancy (engineering); Database; Population; Database design; Scheme (mathematics); Operating system","score_opus":0.004370887554612965,"score_gpt":0.21105253245627564,"score_spread":0.2066816449016627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372206783","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":[0.015229449,0.0003978022,0.98315257,0.00003137511,0.000013198597,0.000762646,0.00004381067,0.00018864479,0.00018050952],"genre_scores_gemma":[0.8740589,0.000011378652,0.12503168,0.000015469863,0.00017290309,0.0002815901,0.00037796865,0.000023304887,0.000026821535],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993332,0.000017046745,0.00027339344,0.0001714571,0.000063633415,0.00014124691],"domain_scores_gemma":[0.9996203,0.00003340391,0.000051417384,0.00022785307,0.000036451358,0.0000305724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012154913,0.000104581006,0.0001238883,0.00007926621,0.00007673915,0.000016362825,0.00009611336,0.000054520842,0.0000025049892],"category_scores_gemma":[1.1595887e-7,0.00011624923,0.000025843423,0.0001968013,0.000016925427,0.000089827096,0.000022665103,0.000057769208,0.000020163348],"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":[0.000020433848,0.00038668266,0.011038572,0.0009818402,0.00007460067,0.0000010169672,0.00032403323,0.07479841,0.55277437,0.042257868,0.0111569045,0.30618525],"study_design_scores_gemma":[0.001127279,0.000027763297,0.046483424,0.00006378374,0.000054838714,0.00002322396,0.000019756282,0.58897424,0.046198517,0.0029855499,0.3134637,0.0005779608],"about_ca_topic_score_codex":0.000107340646,"about_ca_topic_score_gemma":0.0000146722095,"teacher_disagreement_score":0.85882944,"about_ca_system_score_codex":0.000029153627,"about_ca_system_score_gemma":0.000005803916,"threshold_uncertainty_score":0.4740506},"labels":[],"label_agreement":null},{"id":"W2372209985","doi":"","title":"Intelligent Monitor and Control Urgent Rescue System for Quarters Based on GSM/SMS and Internet","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"GSM; Computer science; Realization (probability); The Internet; Scheme (mathematics); Computer security; Internet of Things; Control (management); Telecommunications; Embedded system; Real-time computing; Computer network; Operating system; Artificial intelligence","score_opus":0.008183426869941422,"score_gpt":0.19966891139078247,"score_spread":0.19148548452084105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372209985","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":[0.046228863,0.0003120308,0.9512898,0.00017751266,0.00009408852,0.0015145101,0.00005758464,0.00025531146,0.00007033361],"genre_scores_gemma":[0.99222964,0.000012003489,0.006398545,0.00012574084,0.0002554711,0.0008750343,0.000027529752,0.000033051343,0.000042993663],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991966,0.000018205477,0.00026815123,0.00025198373,0.0000664802,0.00019859783],"domain_scores_gemma":[0.99950016,0.00010110017,0.000027915172,0.00019454505,0.00004011068,0.00013617925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008911609,0.00017151637,0.00020038648,0.00009466541,0.000108844055,0.00003547912,0.00010580069,0.00007139585,0.0000016235873],"category_scores_gemma":[3.5308764e-7,0.00016790777,0.000056625875,0.00007129304,0.00003885846,0.00003319886,0.00001214275,0.000082680075,0.00002043459],"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":[0.00077640015,0.0008596328,0.016092636,0.008155165,0.0013161424,0.000043046155,0.009666812,0.14375955,0.14190435,0.006602766,0.068381265,0.60244226],"study_design_scores_gemma":[0.0018457206,0.00016079318,0.0024381888,0.00016804917,0.00004270042,0.000054712204,0.00011950608,0.7885369,0.02096056,0.00001273322,0.18521968,0.00044044084],"about_ca_topic_score_codex":0.000023887002,"about_ca_topic_score_gemma":0.0000040625355,"teacher_disagreement_score":0.94600075,"about_ca_system_score_codex":0.00008364478,"about_ca_system_score_gemma":0.000012494429,"threshold_uncertainty_score":0.68470806},"labels":[],"label_agreement":null},{"id":"W2382330814","doi":"","title":"In-Vehicle Information System and its Development","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Information system; Development (topology)","score_opus":0.006444440614138526,"score_gpt":0.1763177250659664,"score_spread":0.1698732844518279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2382330814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6756575,0.0004947643,0.3189987,0.000113944145,0.00007274349,0.001178508,0.00000992622,0.00058730546,0.002886605],"genre_scores_gemma":[0.9915342,0.000012027854,0.007959083,0.00006221848,0.00007496583,0.00028482103,0.00001606183,0.000009964566,0.00004665505],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994651,0.0000061470782,0.00025008878,0.00008403622,0.000056524525,0.00013809251],"domain_scores_gemma":[0.99981064,0.000010855916,0.000020821919,0.00008352784,0.000029391897,0.00004478327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005360476,0.000088619156,0.0000943155,0.00010331715,0.000097009,0.000017231592,0.000081647915,0.000048637346,0.0000020958182],"category_scores_gemma":[7.1608355e-8,0.00009622589,0.000013031153,0.00017327191,0.000008436966,0.00024161427,0.000023019564,0.00006793865,0.0002977302],"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":[0.000043205422,0.00030027115,0.017407984,0.007057325,0.00030570207,0.000046197343,0.05717935,0.0527636,0.07065433,0.02136351,0.03211789,0.7407606],"study_design_scores_gemma":[0.0006523422,0.000006690554,0.020213742,0.000056171117,0.000003393967,0.00011690655,0.00009916762,0.07724973,0.016599024,0.000007288556,0.8846859,0.0003096963],"about_ca_topic_score_codex":0.000004894411,"about_ca_topic_score_gemma":0.0000024020294,"teacher_disagreement_score":0.852568,"about_ca_system_score_codex":0.000092695656,"about_ca_system_score_gemma":0.000019336434,"threshold_uncertainty_score":0.3923978},"labels":[],"label_agreement":null},{"id":"W2588664306","doi":"10.4271/2017-01-1439","title":"Commercial Vehicle Global Positioning System Based Telematics Data Characteristics and Limitations","year":2017,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geotab (Canada)","funders":"","keywords":"Telematics; Computer science; Global Positioning System; Systems engineering; Telecommunications; Engineering","score_opus":0.03069068081791469,"score_gpt":0.2626010171265203,"score_spread":0.2319103363086056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588664306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8956049,0.0004776323,0.000061788,0.0063817785,0.0016187142,0.002123011,0.0019830237,0.0068858373,0.084863305],"genre_scores_gemma":[0.99531347,0.00010073485,0.0032165628,0.00044252654,0.00031590406,0.000117003525,0.0003431355,0.000112115245,0.000038539714],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9966233,0.000120274526,0.0010655558,0.00079449266,0.00062926044,0.00076711504],"domain_scores_gemma":[0.99586254,0.00053972966,0.0002822923,0.0028147532,0.00011905086,0.00038163355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006959297,0.00064180064,0.0008905767,0.000094968666,0.0012579351,0.0004948664,0.0016599612,0.0006576535,0.000029174951],"category_scores_gemma":[0.00082608836,0.0006213101,0.00018570722,0.00024842034,0.00072419,0.00076978304,0.00054264197,0.0008223907,0.00008673076],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034954087,0.00036978687,0.005189093,0.0012217555,0.00019928884,0.00018676698,0.000058018235,0.000179174,0.9226627,0.0268552,0.0059869643,0.036741763],"study_design_scores_gemma":[0.00080258766,0.00031372826,0.9878004,0.00071530754,0.0001423518,0.000078817684,0.00009060523,0.00007429866,0.000028745104,0.00016802995,0.009124474,0.00066063023],"about_ca_topic_score_codex":0.000054161646,"about_ca_topic_score_gemma":0.028415095,"teacher_disagreement_score":0.98261136,"about_ca_system_score_codex":0.00036695471,"about_ca_system_score_gemma":0.00008306844,"threshold_uncertainty_score":0.99962384},"labels":[],"label_agreement":null},{"id":"W2771112465","doi":"10.1109/pacrim.2017.8121884","title":"An energy efficient real-time vehicle tracking system","year":2017,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Real-time computing; Upload; GSM; Cloud computing; Android (operating system); Vehicle tracking system; Internet of Things; Embedded system; Energy consumption; Tracking system; Reduction (mathematics); Computer network; Engineering; Artificial intelligence; Electrical engineering; Operating system; Kalman filter","score_opus":0.008164943683984729,"score_gpt":0.21673540208582934,"score_spread":0.2085704584018446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2771112465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8235568,0.00006125399,0.0051265806,0.000040421062,0.0010081906,0.00012707963,0.000007940312,0.0016069612,0.1684648],"genre_scores_gemma":[0.9984538,0.000005319248,0.000119418044,0.0000086268865,0.00041545046,0.000011326808,0.0000066183507,0.000051226834,0.00092822924],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989955,0.00002983218,0.0002470292,0.00020716287,0.00017735564,0.0003431555],"domain_scores_gemma":[0.99889797,0.00002337882,0.00005438436,0.0008360109,0.000043866683,0.00014437868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023844656,0.0001703606,0.00021922967,0.000055342145,0.00034715777,0.00021245447,0.0003838062,0.00010659144,0.00004774319],"category_scores_gemma":[0.0000052381247,0.00015647226,0.00007115695,0.000041508214,0.000028070282,0.00018244171,0.000023072014,0.00007153129,0.0002551722],"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":[0.00005554299,0.00014002535,0.0023989973,0.00060182106,0.00015913733,0.00016284532,0.0008419226,0.3564253,0.5515863,0.02241878,0.0029581273,0.06225124],"study_design_scores_gemma":[0.00034997464,0.000035014393,0.0045723156,0.0000859035,0.000010911513,0.000010443768,0.000114114024,0.9634859,0.029402671,0.0000041339695,0.0016648606,0.000263734],"about_ca_topic_score_codex":0.00077965256,"about_ca_topic_score_gemma":0.000048904847,"teacher_disagreement_score":0.6070607,"about_ca_system_score_codex":0.00010316499,"about_ca_system_score_gemma":0.000012822832,"threshold_uncertainty_score":0.63807535},"labels":[],"label_agreement":null},{"id":"W2787179512","doi":"10.1109/iccsp.2017.8286781","title":"Real time automobile tracking system with an automated security algorithm","year":2017,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Patient Safety Institute","keywords":"Computer science; Tracking (education); Encryption; Tracking system; Operator (biology); Identity (music); Arduino; Embedded system; Real-time computing; Computer security; Algorithm; Computer vision; Artificial intelligence; Kalman filter","score_opus":0.006770140506840276,"score_gpt":0.2343226335557033,"score_spread":0.22755249304886302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787179512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77298313,0.000049586106,0.007096732,0.000068945155,0.0013318672,0.0010229663,0.00009395448,0.026956037,0.19039677],"genre_scores_gemma":[0.9970703,0.0000025692686,0.0019150128,0.0000043933182,0.00034311815,0.000025652911,0.00002865421,0.00007021984,0.0005400477],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988483,0.00003921187,0.00025525616,0.00025334343,0.00021580688,0.000388085],"domain_scores_gemma":[0.99889153,0.000019580104,0.00007641534,0.0007749911,0.00007349557,0.00016397641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029284094,0.0002362822,0.00030710705,0.000058114994,0.0003620679,0.00026886738,0.00035291727,0.00014790507,0.00005510706],"category_scores_gemma":[0.0000036193198,0.00019315052,0.00005052022,0.00006171383,0.000056605084,0.00055465684,0.000025652207,0.00014806274,0.0002875321],"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":[0.000844372,0.0015046372,0.017721621,0.011116457,0.0039691916,0.0054346942,0.022654774,0.12740466,0.10230097,0.014598474,0.05728685,0.6351633],"study_design_scores_gemma":[0.00064593216,0.00011166804,0.0038261185,0.00013524559,0.000018266315,0.00006954649,0.00015271951,0.9915186,0.002649252,0.0000050518297,0.0005464553,0.00032112756],"about_ca_topic_score_codex":0.00083466567,"about_ca_topic_score_gemma":0.000103863866,"teacher_disagreement_score":0.864114,"about_ca_system_score_codex":0.00013085143,"about_ca_system_score_gemma":0.000031199,"threshold_uncertainty_score":0.787645},"labels":[],"label_agreement":null},{"id":"W2791558443","doi":"10.1109/ccwc.2018.8301639","title":"Accident and alcohol detection in bluetooth enabled smart helmets for motorbikes","year":2018,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Accelerometer; Computer science; Bluetooth; Tilt sensor; Real-time computing; Support vector machine; Interface (matter); Computer security; Embedded system; Simulation; Artificial intelligence; Wireless; Operating system; Telecommunications","score_opus":0.011686229354388454,"score_gpt":0.23196896689323698,"score_spread":0.22028273753884853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791558443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97940564,0.0001227248,0.014794198,0.000041424115,0.0008450199,0.00052497536,0.0000019269469,0.00022905339,0.004035054],"genre_scores_gemma":[0.99855095,0.000011865156,0.00032026603,0.00003586876,0.00028982773,0.00007249683,0.0000019401095,0.000023315484,0.0006934515],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99939066,0.000012327266,0.00017822976,0.00013812228,0.00006306411,0.00021761033],"domain_scores_gemma":[0.99975234,0.00003950722,0.000014532343,0.00011263039,0.00003335314,0.000047622423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019719165,0.00010574067,0.00013200293,0.0001067176,0.000047649974,0.000032657645,0.000049560345,0.0000777035,0.000028232009],"category_scores_gemma":[0.000017146522,0.000097769436,0.000029357376,0.00010852411,0.000016316037,0.00012830802,0.000011388921,0.000051750652,0.000026233562],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000585759,0.00013987334,0.08296944,0.001062151,0.00027655414,0.000015937023,0.003436609,0.0016538622,0.606214,0.00049387437,0.011931855,0.29122007],"study_design_scores_gemma":[0.0030659845,0.00038339282,0.069680914,0.00009579223,0.00002356003,0.000016499802,0.00028969,0.23454309,0.65358406,0.00026223567,0.037510972,0.0005438072],"about_ca_topic_score_codex":0.00020359937,"about_ca_topic_score_gemma":0.001694776,"teacher_disagreement_score":0.29067627,"about_ca_system_score_codex":0.00005272408,"about_ca_system_score_gemma":0.0000062358235,"threshold_uncertainty_score":0.3986922},"labels":[],"label_agreement":null},{"id":"W2793926485","doi":"10.5430/air.v7n1p45","title":"Design of a framework for combating human trafficking and kidnapping using smart objects and Internet-of-things","year":2018,"lang":"en","type":"article","venue":"Artificial Intelligence Research","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Radio-frequency identification; Cloud computing; The Internet; Computer security; Global Positioning System; Workstation; Real-time computing; Telecommunications; Embedded system; World Wide Web; Operating system","score_opus":0.24111992841775448,"score_gpt":0.4130736171858298,"score_spread":0.17195368876807532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793926485","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":[0.47304705,0.00020217129,0.5262075,0.000009395923,0.000116869836,0.00031655308,5.5951494e-7,0.000027049373,0.00007287231],"genre_scores_gemma":[0.97271764,0.000015915224,0.027027551,0.0000053436256,0.0001816754,0.000014163572,9.2830993e-7,0.00003117264,0.000005583836],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984555,0.00012861955,0.0004901139,0.00020376853,0.00025020828,0.00047178223],"domain_scores_gemma":[0.9983122,0.0010968887,0.00006933967,0.00015289304,0.00027398675,0.00009474068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025118184,0.00012636343,0.00025633964,0.00026647976,0.00020711942,0.000061114784,0.00015065259,0.00013385828,0.0000074675804],"category_scores_gemma":[0.00047092425,0.00013187932,0.00003540647,0.00037908828,0.00040590472,0.00017534675,0.000071568335,0.0002776439,0.0000019492516],"study_design_candidate":"bench_or_experimental","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":[0.00019707785,0.00008774186,0.0016477327,0.0016851758,0.00014716634,0.0000029489192,0.06354769,0.0034955093,0.69802916,0.037369832,0.000028751958,0.1937612],"study_design_scores_gemma":[0.000026799591,0.00024272338,0.000022881593,0.0006798506,0.00000678543,0.000002854786,0.0026259054,0.61014354,0.3782154,0.007912441,0.000010623255,0.00011016536],"about_ca_topic_score_codex":0.00024915306,"about_ca_topic_score_gemma":0.000012620084,"teacher_disagreement_score":0.606648,"about_ca_system_score_codex":0.000044422955,"about_ca_system_score_gemma":0.00003301858,"threshold_uncertainty_score":0.5377883},"labels":[],"label_agreement":null},{"id":"W2884938217","doi":"10.1109/access.2018.2858751","title":"From E-911 to NG-911: Overview and Challenges in Ecuador","year":2018,"lang":"en","type":"article","venue":"IEEE Access","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"Universidad de las Fuerzas Armadas ESPE","keywords":"Service (business); Attendance; Population; Computer science; Computer security; Business; Economic growth; Marketing; Sociology","score_opus":0.09725560515705992,"score_gpt":0.3081313626655543,"score_spread":0.21087575750849438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884938217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98492044,0.009459891,0.000109722285,0.00055703294,0.0013437811,0.00021855588,0.000015871055,0.00015357659,0.003221144],"genre_scores_gemma":[0.996916,0.0016942599,0.000053563184,0.00015796394,0.0010784594,0.000026844258,0.0000025980094,0.000032149594,0.000038195165],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9991777,0.000026355698,0.00020211037,0.00023017949,0.000110794404,0.00025289456],"domain_scores_gemma":[0.99953395,0.000054009266,0.00001889317,0.0002680926,0.000027584303,0.00009745838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013621508,0.00015036335,0.00022247691,0.00009754443,0.000030344954,0.00006191572,0.00026374508,0.00009211413,0.00005954643],"category_scores_gemma":[0.0000094539,0.00014657539,0.000025425607,0.00016575729,0.000021128626,0.0002511822,0.000047172212,0.000094743235,0.00020099877],"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":[0.00015173995,0.0001294959,0.01809724,0.0018004003,0.00020798271,0.00016316159,0.009833206,0.0020255914,0.0111750495,0.00018216578,0.017762806,0.93847114],"study_design_scores_gemma":[0.0038951954,0.00043291185,0.6152146,0.0026033428,0.00007520927,0.00002009014,0.00092470297,0.021237692,0.12334845,0.0025483002,0.22710697,0.0025925646],"about_ca_topic_score_codex":0.0006544535,"about_ca_topic_score_gemma":0.0018489521,"teacher_disagreement_score":0.9358786,"about_ca_system_score_codex":0.00003821152,"about_ca_system_score_gemma":0.000008532658,"threshold_uncertainty_score":0.5977171},"labels":[],"label_agreement":null},{"id":"W2911358689","doi":"10.5430/air.v8n1p1","title":"Hybrid human resources localization and tracking system","year":2019,"lang":"en","type":"article","venue":"Artificial Intelligence Research","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Radio-frequency identification; Software deployment; Python (programming language); Real-time computing; Global Positioning System; Human resources; Software engineering; Telecommunications; Computer security; Operating system","score_opus":0.08193858878035407,"score_gpt":0.34306234083927123,"score_spread":0.26112375205891714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911358689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.976778,0.0003930236,0.015649963,0.000054992877,0.00033140054,0.00043552983,0.0000037633838,0.00027623368,0.00607711],"genre_scores_gemma":[0.9994803,0.00002633004,0.000017056,0.0000047814356,0.00026332805,0.000016616457,0.000006309253,0.000035475452,0.00014978298],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983277,0.00014599698,0.00035504482,0.00026236894,0.00044029416,0.0004686367],"domain_scores_gemma":[0.9992651,0.0001702167,0.000021649772,0.00026723032,0.0001680441,0.00010781113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014072598,0.00012150982,0.00017132923,0.00024913857,0.00026249146,0.00019196072,0.00019715102,0.000077496574,0.00006703174],"category_scores_gemma":[0.000035251793,0.000120933255,0.000035181576,0.0003513691,0.00010396451,0.0001679536,0.000047231955,0.00031561387,0.0007137114],"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":[0.00014422674,0.0001271305,0.01276267,0.0037318324,0.00013999431,0.00012300679,0.00984497,0.1284227,0.21225251,0.13216227,0.0014689597,0.4988197],"study_design_scores_gemma":[0.000044855697,0.00015391392,0.00025073506,0.0004057196,0.00000571194,0.000020235946,0.005263905,0.75654954,0.2287475,0.0034411391,0.0047943764,0.00032237693],"about_ca_topic_score_codex":0.00023916127,"about_ca_topic_score_gemma":0.000051875963,"teacher_disagreement_score":0.6281268,"about_ca_system_score_codex":0.00011681652,"about_ca_system_score_gemma":0.0000148810295,"threshold_uncertainty_score":0.91735536},"labels":[],"label_agreement":null},{"id":"W2945584354","doi":"10.5120/ijca2019918836","title":"Role of Intelligence Transport System in the Fight against Road Accidents in Kenya","year":2019,"lang":"en","type":"article","venue":"International Journal of Computer Applications","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer security; Road transport; Operations research; Transport engineering; Engineering","score_opus":0.00485035787352356,"score_gpt":0.22385484230848746,"score_spread":0.2190044844349639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945584354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8430231,0.00046072627,0.1507807,0.00023419356,0.00088560674,0.00068247854,0.000018787436,0.000028808325,0.003885581],"genre_scores_gemma":[0.99913204,0.000036900125,0.00048948167,0.000053261974,0.00023655639,0.000027423328,0.000007942722,0.0000091099755,0.0000072752537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881166,0.000028242766,0.00066442235,0.00007509923,0.0003266467,0.00009394436],"domain_scores_gemma":[0.999452,0.00007079295,0.0001516242,0.00014737519,0.00015407983,0.000024151523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031891206,0.00008412543,0.0001700549,0.0002470344,0.000008406061,0.000018043667,0.0007458653,0.000043731332,0.000007676441],"category_scores_gemma":[0.0000012277361,0.00006827033,0.00008584868,0.00020294936,0.000010407875,0.000141652,0.000013717773,0.00019038096,0.000027127393],"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":[0.00006526038,0.00030260428,0.10003404,0.00015977747,0.0002126707,0.00003692784,0.0038859544,0.69643664,0.0045715137,0.007498902,0.00025225745,0.18654345],"study_design_scores_gemma":[0.0015886296,0.00010286888,0.4225272,0.0013963234,0.000024542487,0.00025301287,0.0016559609,0.5335562,0.00457164,0.0008597626,0.033050533,0.00041334028],"about_ca_topic_score_codex":0.00002482545,"about_ca_topic_score_gemma":0.000024548457,"teacher_disagreement_score":0.32249314,"about_ca_system_score_codex":0.00011419106,"about_ca_system_score_gemma":0.000030906835,"threshold_uncertainty_score":0.27839833},"labels":[],"label_agreement":null},{"id":"W2980484446","doi":"10.5194/isprs-archives-xlii-4-w18-827-2019","title":"REDUCING THE TIME TO GET EMERGENCY ASSISTANCE FOR ACCIDENT VEHICLES ON THE ROAD THROUGH AN INTELLIGENT TRANSPORTATION SYSTEM","year":2019,"lang":"en","type":"article","venue":"The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"General Packet Radio Service; Collision; Computer science; Global Positioning System; Real-time computing; ALARM; Intelligent transportation system; Transport engineering; Computer security; Simulation; Embedded system; Engineering; Wireless; Telecommunications","score_opus":0.015640842699064125,"score_gpt":0.2491676713676583,"score_spread":0.23352682866859417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980484446","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":[0.074784756,0.000030884872,0.9103235,0.004684006,0.0026819939,0.001482424,0.0001342892,0.000075897886,0.0058022183],"genre_scores_gemma":[0.99784994,0.00007613386,0.001015333,0.0006744012,0.00019386399,0.0000016828367,0.000044716868,0.000016546379,0.00012735349],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99610794,0.00024861144,0.0013802745,0.00034467792,0.0014566067,0.00046192165],"domain_scores_gemma":[0.9972394,0.0008863904,0.0009514763,0.0005449356,0.00026750827,0.00011030701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016816985,0.00038396663,0.0003605314,0.000420412,0.001235348,0.0005542061,0.001628715,0.00007592309,0.000010819437],"category_scores_gemma":[0.0002526092,0.00020764302,0.00035093425,0.0007393049,0.0008513877,0.00051979016,0.00020843418,0.00035081606,0.000012627092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017405274,0.000012304382,0.000102660284,0.00006577375,0.00008969557,9.889972e-8,0.006443188,0.049088873,0.0036113102,0.00003551429,0.0001073488,0.9402692],"study_design_scores_gemma":[0.00037387878,0.00016906869,0.003653722,0.00046516792,0.000035923273,0.000027038657,0.0036423886,0.9751218,0.009764018,0.0013286679,0.0051559852,0.0002623663],"about_ca_topic_score_codex":0.4148119,"about_ca_topic_score_gemma":0.06996236,"teacher_disagreement_score":0.9400068,"about_ca_system_score_codex":0.00007291444,"about_ca_system_score_gemma":0.00011241515,"threshold_uncertainty_score":0.9501424},"labels":[],"label_agreement":null},{"id":"W3093806209","doi":"10.1109/wf-iot48130.2020.9221352","title":"Integrating a Traffic Preemption System on an Emergency Vehicle and Airport Runway System","year":2020,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Intersection (aeronautics); Runway; Preemption; Emergency vehicle; Transport engineering; Computer science; ASDE-X; Traffic conflict; Real-time computing; Engineering; Floating car data; Traffic congestion","score_opus":0.01269557711220087,"score_gpt":0.2054895726343132,"score_spread":0.19279399552211232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093806209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804672,0.0001879191,0.0047555673,0.00008529762,0.000676461,0.00050531176,0.000010120791,0.0021857868,0.011126316],"genre_scores_gemma":[0.9991673,0.0000060690695,0.00014982636,0.000021467886,0.00046229814,0.000041918564,0.00001501448,0.00005435215,0.00008175807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987069,0.000061726445,0.00045760363,0.0003035238,0.00020377406,0.00026649956],"domain_scores_gemma":[0.9994485,0.000017502505,0.00005361287,0.00020960976,0.00003958427,0.00023119424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022779708,0.00023564152,0.0002786313,0.000060223676,0.00011701989,0.000043035583,0.0001236159,0.00012016722,0.000022972206],"category_scores_gemma":[0.000007677142,0.00020609784,0.00006446514,0.00019932278,0.000010388942,0.00020855531,0.0000145433805,0.00018712044,0.000113527494],"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":[0.0007295588,0.00034668675,0.021641735,0.0397549,0.0009330213,0.00040164098,0.03770388,0.45310482,0.13324343,0.061826445,0.012573787,0.23774008],"study_design_scores_gemma":[0.00040928612,0.00027999375,0.0012017123,0.0002714894,0.00002263014,0.000018545205,0.004878556,0.9909184,0.0011990294,5.872472e-7,0.00051227707,0.0002874976],"about_ca_topic_score_codex":0.00003872578,"about_ca_topic_score_gemma":0.000038840113,"teacher_disagreement_score":0.53781354,"about_ca_system_score_codex":0.00011025945,"about_ca_system_score_gemma":0.000012163185,"threshold_uncertainty_score":0.84044266},"labels":[],"label_agreement":null},{"id":"W3107732416","doi":"10.2139/ssrn.3734767","title":"Trauma Identification Using Image Processing and FeedForward Neural Network","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"IoT and GPS-based Vehicle Safety Systems","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":"New York Institute of Technology","funders":"","keywords":"Artificial neural network; Feedforward neural network; Identification (biology); Feed forward; Computer science; Image processing; Artificial intelligence; Time delay neural network; Image (mathematics); Pattern recognition (psychology); Probabilistic neural network; Computer vision; Engineering; Control engineering; Biology","score_opus":0.011099096155410337,"score_gpt":0.22382064405193253,"score_spread":0.2127215478965222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107732416","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87763673,0.008751035,0.11217085,0.0006004048,0.00030636112,0.0001571118,0.0000013477509,0.00017970809,0.0001964423],"genre_scores_gemma":[0.9981502,0.00028900296,0.00021680188,0.000051110506,0.0012178234,0.0000018130909,0.0000025833417,0.000042344684,0.000028302538],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998148,0.000037595317,0.00031325844,0.00014149628,0.0001479788,0.0012116212],"domain_scores_gemma":[0.9996881,0.000010844734,0.00008240958,0.00006380276,0.00004409123,0.0001107817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005406008,0.00014731739,0.00016839882,0.000039967745,0.00022621166,0.00016386669,0.00012003329,0.00006161388,0.000004201563],"category_scores_gemma":[0.000010635848,0.0001455911,0.000058825877,0.00022264569,0.000024847976,0.00039236635,0.00001213584,0.00094453146,0.000008335102],"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":[0.00020888301,0.000033540822,0.0048041306,0.00066913426,0.0004148176,0.000033206663,0.0029461028,0.27221337,0.1065555,0.0030997458,0.0005807207,0.6084409],"study_design_scores_gemma":[0.0006822091,0.00010496918,0.0014276966,0.00006214592,0.00006825806,0.00055343803,0.0008980295,0.9908442,0.0010389026,0.003470313,0.0005163392,0.00033352678],"about_ca_topic_score_codex":0.0000072717376,"about_ca_topic_score_gemma":0.000022701142,"teacher_disagreement_score":0.7186308,"about_ca_system_score_codex":0.0002508878,"about_ca_system_score_gemma":0.00015804791,"threshold_uncertainty_score":0.5937032},"labels":[],"label_agreement":null},{"id":"W3135773050","doi":"10.17504/protocols.io.qs8dwhw","title":"Emlid GPS NTRIP Protocol v1","year":2018,"lang":"pt","type":"preprint","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Global Positioning System; Protocol (science); Computer science; Geodesy; Geography; Telecommunications; Medicine","score_opus":0.021053832703973,"score_gpt":0.2776413499993355,"score_spread":0.2565875172953625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135773050","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019018541,0.00012317096,0.048057772,0.0009516604,0.01211993,0.49712974,0.00017585253,0.0031192007,0.4364208],"genre_scores_gemma":[0.17325152,0.000023857006,0.0034197057,0.000399695,0.016192393,0.6550228,0.00023796529,0.0008563104,0.15059575],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99526256,0.00019187036,0.0014870001,0.0011542073,0.0006756823,0.0012286494],"domain_scores_gemma":[0.9969087,0.000115977804,0.00031172056,0.0018832772,0.00034797718,0.00043234054],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00095384696,0.0011468489,0.0011661685,0.00032162492,0.00022320394,0.00030178187,0.0010611657,0.001463978,0.0063169417],"category_scores_gemma":[0.00006411851,0.0010883671,0.0005929451,0.00036089213,0.00012438228,0.00016450058,0.00063910853,0.0014170237,0.014766058],"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":[0.001560805,0.0011855623,0.007699635,0.045523755,0.0035102002,0.00042026473,0.0066620563,0.03710061,0.0048683817,0.004278954,0.8018466,0.08534315],"study_design_scores_gemma":[0.0026423295,0.0003650738,0.0013491536,0.0019395816,0.00011228263,0.000042184973,0.00016416583,0.10582203,0.011760101,0.00039535525,0.8730784,0.0023293148],"about_ca_topic_score_codex":0.00052107836,"about_ca_topic_score_gemma":0.00009630707,"teacher_disagreement_score":0.28582504,"about_ca_system_score_codex":0.00044477242,"about_ca_system_score_gemma":0.00030869409,"threshold_uncertainty_score":0.99983233},"labels":[],"label_agreement":null},{"id":"W3146501398","doi":"","title":"THE FUTURE FOR IN-VEHICLE INFORMATION SYSTEMS: THE TECHNOLOGY AND ITS IMPACTS","year":2002,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Beacon; Modal; Computer science; Mobile phone; Entertainment; Phone; Real-time computing; Telecommunications","score_opus":0.0041866173415617235,"score_gpt":0.1996788201370211,"score_spread":0.19549220279545937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3146501398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820921,0.013179527,0.0016482205,0.001546665,0.0010325689,0.0004105469,0.000010722415,0.000031454212,0.00004820614],"genre_scores_gemma":[0.99833775,0.0014031577,0.00006745779,0.000014402937,0.00014447111,0.000014172411,0.0000023872778,0.0000073247934,0.000008905789],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993377,0.000008975914,0.000403383,0.000028648526,0.000099905345,0.000121405516],"domain_scores_gemma":[0.9995904,0.000064715015,0.00014906918,0.00005486438,0.00011700164,0.000023958944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002006344,0.00006887684,0.000106361964,0.00011929246,0.00008196306,0.000024589614,0.00007601852,0.00006368764,5.963795e-7],"category_scores_gemma":[0.000012395271,0.000040926654,0.000032627137,0.00022360658,0.000012056312,0.00057956396,4.743212e-7,0.00015194909,0.0000011664866],"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":[0.00028917813,0.00002827931,0.0027736567,0.00079966447,0.00011560765,0.000009902024,0.01000008,0.7843339,0.011144808,0.011147479,0.00061887887,0.1787386],"study_design_scores_gemma":[0.013018827,0.0012657879,0.2195007,0.0012728083,0.00019290489,0.00022925445,0.03983854,0.27068377,0.010566857,0.0020375957,0.44050553,0.0008874053],"about_ca_topic_score_codex":7.408499e-7,"about_ca_topic_score_gemma":0.000040152623,"teacher_disagreement_score":0.5136501,"about_ca_system_score_codex":0.000032738266,"about_ca_system_score_gemma":0.000006325924,"threshold_uncertainty_score":0.16689405},"labels":[],"label_agreement":null},{"id":"W3160026892","doi":"","title":"Improving Education With Enhanced Machine Learning Technique for Android Applications","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Class (philosophy); Computer science; Android (operating system); Best practice; Learning Management; Work (physics); Information and Communications Technology; Management system; Knowledge management; World Wide Web; Engineering; Operations management; Artificial intelligence","score_opus":0.0032336990972524076,"score_gpt":0.1980920237703292,"score_spread":0.1948583246730768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3160026892","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":[0.0033268114,0.0017796778,0.9931181,0.0002913156,0.000052598876,0.00062604056,0.000002313351,0.00016852663,0.0006346374],"genre_scores_gemma":[0.9964832,0.00033443666,0.0018105004,0.000044378055,0.00058173976,0.0003274571,0.000019466257,0.000052451964,0.00034637537],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987801,0.000018567729,0.00019965625,0.00013163763,0.00009118101,0.0007789081],"domain_scores_gemma":[0.9996687,0.000023152428,0.000077289915,0.00007638047,0.00007313881,0.00008133899],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003517754,0.00012701716,0.00013223235,0.000055243967,0.0001763624,0.000035199053,0.00012955815,0.00005618734,0.000003975317],"category_scores_gemma":[0.000014559427,0.00011449021,0.000052774096,0.00017714845,0.000010049015,0.0001227833,0.000006360166,0.0009965805,0.00000721705],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001688235,0.00005954194,0.00038884298,0.00035702685,0.00021943316,5.603656e-7,0.0004906783,0.015859118,0.56587017,0.01190292,0.00012762622,0.40455526],"study_design_scores_gemma":[0.007239557,0.0059469086,0.00013808194,0.00041453552,0.0004382948,0.0015884062,0.0077115707,0.27329868,0.47396746,0.021639202,0.2045269,0.0030903975],"about_ca_topic_score_codex":0.00001670999,"about_ca_topic_score_gemma":0.00007509161,"teacher_disagreement_score":0.9931564,"about_ca_system_score_codex":0.00036561122,"about_ca_system_score_gemma":0.00080500497,"threshold_uncertainty_score":0.46687755},"labels":[],"label_agreement":null},{"id":"W3173598581","doi":"10.1007/978-981-15-5720-0_10","title":"Increasing Pedestrian Safety and Security Management Using Internet of Things (IOT) Application","year":2020,"lang":"en","type":"book-chapter","venue":"Uncertainty and operations research","topic":"IoT and GPS-based Vehicle Safety Systems","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":"Key (lock); Pedestrian; SAFER; Internet of Things; Computer security; The Internet; Cloud computing; Computer science; Component (thermodynamics); Management system; Emergency management; Transport engineering; Engineering; World Wide Web","score_opus":0.033508344567981824,"score_gpt":0.2885375469610271,"score_spread":0.2550292023930453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173598581","genre_codex":"other","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":[0.07692721,0.008401535,0.064955905,0.0014541703,0.00053255557,0.008038331,0.00042413786,0.00056738337,0.83869874],"genre_scores_gemma":[0.98807925,0.0015935468,0.001327119,0.00003248908,0.00020963125,0.000023430266,0.00019165054,0.00006529815,0.008477602],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863744,0.0000810817,0.0004138442,0.00032351274,0.00033508363,0.00020906147],"domain_scores_gemma":[0.9993332,0.00011541509,0.00002894609,0.00023236785,0.00016691168,0.00012313342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008696405,0.00020559848,0.0003136897,0.00025845013,0.00022894047,0.00010913929,0.00014823719,0.00021942306,0.000036851234],"category_scores_gemma":[0.000026550715,0.00020973064,0.000044935794,0.00010229765,0.0001720909,0.00010925485,0.0001543231,0.0005751608,0.000008651823],"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":[0.0005593568,0.00004611817,0.0001512306,0.0056415214,0.0006975964,0.00004203212,0.007876266,0.049338143,0.0023079156,0.8715699,0.00044785434,0.061322115],"study_design_scores_gemma":[0.00044897877,0.00006681694,0.000027424261,0.00052366994,0.00004661524,0.00001772449,0.0002958981,0.95666957,0.00009959752,0.0024828285,0.03903733,0.0002835349],"about_ca_topic_score_codex":0.0016558252,"about_ca_topic_score_gemma":0.0002750797,"teacher_disagreement_score":0.911152,"about_ca_system_score_codex":0.00016965444,"about_ca_system_score_gemma":0.00005197373,"threshold_uncertainty_score":0.85525674},"labels":[],"label_agreement":null},{"id":"W3187069745","doi":"","title":"Voice Based Message System Visually Impaired People","year":2021,"lang":"en","type":"article","venue":"International journal of advance research, ideas and innovations in technology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Visually impaired; Computer science; Architecture; Multimedia; The Internet; Human–computer interaction; World Wide Web","score_opus":0.013431567626806539,"score_gpt":0.3258576892313264,"score_spread":0.3124261216045199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3187069745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94860655,0.003061997,0.03724129,0.0073775332,0.0013246541,0.00018689173,0.000026243466,0.00015481301,0.0020200377],"genre_scores_gemma":[0.99624944,0.00027314585,0.0031961843,0.00004017272,0.00014395213,0.000015476839,0.000007945909,0.000019916657,0.000053752632],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837387,0.000066980974,0.0006564686,0.0001413448,0.00049849803,0.0002628664],"domain_scores_gemma":[0.99670166,0.00018229897,0.000119477394,0.00016939224,0.0027838966,0.000043289157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009332811,0.00010561989,0.0002431394,0.0016418371,0.000067116576,0.00005508025,0.00037350692,0.00013751334,0.000014253834],"category_scores_gemma":[0.00062226166,0.00010654734,0.000041446852,0.0018892783,0.00010039798,0.0002932281,0.00007723899,0.0006576655,0.0000064473243],"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":[0.00040403145,0.0006705715,0.08936098,0.0009272052,0.0007508515,0.003187718,0.00067337294,0.044437084,0.20628956,0.44191173,0.0047434955,0.2066434],"study_design_scores_gemma":[0.017232593,0.0014439818,0.105871074,0.0078038992,0.0000596753,0.0068142125,0.021846283,0.36210355,0.18628317,0.06997821,0.21851867,0.0020446822],"about_ca_topic_score_codex":0.000014289259,"about_ca_topic_score_gemma":0.000105748615,"teacher_disagreement_score":0.37193352,"about_ca_system_score_codex":0.0003626814,"about_ca_system_score_gemma":0.00020236042,"threshold_uncertainty_score":0.43448746},"labels":[],"label_agreement":null},{"id":"W3192468559","doi":"10.18280/ijsse.110307","title":"Automatic Vehicle Accident Indication and Reporting System for Road Ways Using Internet of Things","year":2021,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"GSM; Global Positioning System; Computer security; Accelerometer; Accident (philosophy); Computer science; Transport engineering; Engineering; Telecommunications","score_opus":0.015222718383051243,"score_gpt":0.24293467610145317,"score_spread":0.22771195771840191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192468559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87188554,0.0012519496,0.12563975,0.0000666294,0.0009633061,0.00008165541,0.0000059699846,0.000041665182,0.00006352564],"genre_scores_gemma":[0.99632186,0.00009589799,0.0033463708,0.00000870239,0.00019791663,0.0000015040055,0.0000063363946,0.000018808763,0.0000025933641],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983433,0.000013524384,0.0011833737,0.0000970786,0.00024097286,0.00012173939],"domain_scores_gemma":[0.99884075,0.000099375284,0.00061744254,0.000068268484,0.00030689192,0.00006725173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070200197,0.000117323885,0.00031938366,0.00015488877,0.000027055148,0.00005003546,0.00011370797,0.00007609174,0.0000040049],"category_scores_gemma":[0.00021454896,0.000120668374,0.000093242874,0.00007722331,0.000013670203,0.00035170213,0.000041878622,0.00016552863,1.8074716e-7],"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":[0.0005884316,0.00022926492,0.025871363,0.011205785,0.0045248414,0.00084303797,0.0394904,0.31263432,0.359375,0.021302689,0.00011510049,0.22381976],"study_design_scores_gemma":[0.0006597594,0.000029555724,0.0041111694,0.0012419556,0.000045504345,0.00072707795,0.00043613042,0.9710824,0.02115342,0.00007077756,0.00031297305,0.00012930419],"about_ca_topic_score_codex":0.000019597363,"about_ca_topic_score_gemma":0.0000017549946,"teacher_disagreement_score":0.65844804,"about_ca_system_score_codex":0.00013991838,"about_ca_system_score_gemma":0.000034873578,"threshold_uncertainty_score":0.49207136},"labels":[],"label_agreement":null},{"id":"W4224251356","doi":"10.1155/2022/5829607","title":"Development and Testing of Road Signs Alert System Using a Smart Mobile Phone","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mobile phone; Computer science; Limiting; Phone; Smart phone; Transport engineering; Intelligent transportation system; Computer security; Engineering; Telecommunications","score_opus":0.01488660658361052,"score_gpt":0.22021341931384636,"score_spread":0.20532681273023584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224251356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920019,0.00076347316,0.006553628,0.0000016561038,0.00048522165,0.00012590844,0.000007976786,0.000026549862,0.00003371673],"genre_scores_gemma":[0.97960156,0.0000070256324,0.020297453,0.0000025778343,0.00005231094,0.000009523096,0.0000061629435,0.000019209407,0.000004193208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895996,0.000018951252,0.0006036214,0.00005754142,0.00023553819,0.00012441272],"domain_scores_gemma":[0.9995259,0.000033384036,0.00025909863,0.00004540468,0.0000845839,0.000051648425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028917595,0.00009083678,0.00022074526,0.00011754688,0.000082501356,0.0000042219376,0.000048739068,0.00002154911,0.0000038007454],"category_scores_gemma":[0.000004048049,0.00009476583,0.00004145986,0.00020917723,0.000008126478,0.0001994224,0.000001785002,0.0001330265,1.9720216e-7],"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":[0.000046580324,0.000021424938,0.002809444,0.00033302867,0.000040910003,0.000016839456,0.003855627,0.7824747,0.19908361,0.0000062810695,0.000002657575,0.011308922],"study_design_scores_gemma":[0.011355719,0.0018810332,0.32572615,0.0038577886,0.0005309312,0.0010606596,0.08840971,0.13605714,0.4156439,0.000028241437,0.013567783,0.001880932],"about_ca_topic_score_codex":0.0000095163405,"about_ca_topic_score_gemma":0.000005488521,"teacher_disagreement_score":0.64641756,"about_ca_system_score_codex":0.00014311775,"about_ca_system_score_gemma":0.000048641563,"threshold_uncertainty_score":0.38644385},"labels":[],"label_agreement":null},{"id":"W4226018405","doi":"10.1109/access.2022.3168736","title":"A Novel Smart Ambulance System—Algorithm Design, Modeling, and Performance Analysis","year":2022,"lang":"en","type":"article","venue":"IEEE Access","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"King Fahd University of Petroleum and Minerals","keywords":"Correctness; Computer science; Computation; Consistency (knowledge bases); Real-time computing; Response time; Algorithm; Artificial intelligence","score_opus":0.02627300694968992,"score_gpt":0.2352112911401044,"score_spread":0.20893828419041446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226018405","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":[0.3246706,0.00033484612,0.67355406,0.000009510617,0.00062614685,0.00019580228,0.00003329926,0.0002702679,0.00030548783],"genre_scores_gemma":[0.9982557,0.000028056,0.0012417521,0.000032488977,0.00015107387,0.00014809842,0.000012819986,0.000034936595,0.00009505283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988534,0.000040063598,0.00029033938,0.00025315024,0.0002672901,0.00029575962],"domain_scores_gemma":[0.999512,0.000030444799,0.000047310175,0.00029095428,0.000042706994,0.00007656418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038222608,0.00017652981,0.00030896283,0.0002417446,0.00026130196,0.0000993449,0.0003531433,0.000045803263,0.000018283086],"category_scores_gemma":[0.0000016335235,0.00018628708,0.00007445315,0.00082160457,0.000014249641,0.00028889408,0.000069876995,0.00020454399,0.00000781904],"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":[0.000015145663,0.000013506785,0.0022587203,0.00016636663,0.00022209539,0.0000071877243,0.00016735664,0.99099225,0.00069105474,0.000004433937,0.00013787513,0.005323986],"study_design_scores_gemma":[0.00030967852,0.00003149098,0.000786544,0.000020031383,0.00012465856,0.000024282306,0.000078460434,0.9976668,0.0005038144,0.0000017715837,0.00021418076,0.0002383204],"about_ca_topic_score_codex":0.00027014146,"about_ca_topic_score_gemma":0.000014916957,"teacher_disagreement_score":0.6735851,"about_ca_system_score_codex":0.00013899973,"about_ca_system_score_gemma":0.000020878626,"threshold_uncertainty_score":0.7596567},"labels":[],"label_agreement":null},{"id":"W4229021993","doi":"10.5539/mas.v16n2p41","title":"Development of A Smart Rescue Communication System for Drowning Personnel","year":2022,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Arduino; Computer science; Computer security; Global Positioning System; Emergency rescue; Search and rescue; Work (physics); Smart phone; Aeronautics; Telecommunications; Medical emergency; Embedded system; Engineering; Artificial intelligence; Robot; Medicine","score_opus":0.019294905202307748,"score_gpt":0.21629515102034888,"score_spread":0.19700024581804113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229021993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64056015,0.00014536951,0.35212436,0.000020444415,0.0002718336,0.00068783626,0.000012768823,0.0002751227,0.0059020966],"genre_scores_gemma":[0.98882365,4.1755982e-7,0.010751433,0.000007911983,0.000012460856,0.00034960426,0.000005894204,0.000015933983,0.000032690816],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989866,0.0000110271,0.00025234252,0.00017514284,0.00033662855,0.00023823243],"domain_scores_gemma":[0.9995292,0.000030211628,0.000045010245,0.0003126759,0.00003816749,0.000044775494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012065176,0.000084518055,0.00013350336,0.00011452176,0.0007771191,0.000021941763,0.0005079111,0.000018951992,0.0000027597562],"category_scores_gemma":[0.0000041998014,0.00009208908,0.000026708129,0.00033523707,0.00006784982,0.00006124423,0.00012416832,0.00009478009,0.0000034365821],"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":[0.00003271945,0.00001904128,0.000025197822,0.000284164,0.000011403959,2.2904938e-7,0.03010488,0.08079153,0.8733078,0.0032455074,0.000037316117,0.012140186],"study_design_scores_gemma":[0.00028792824,0.000011577959,0.000069550086,0.000028086675,0.0000031515508,0.0000026116604,0.0078202635,0.93571174,0.05448948,0.000040540002,0.0013960273,0.00013901433],"about_ca_topic_score_codex":0.000009483688,"about_ca_topic_score_gemma":0.000013534612,"teacher_disagreement_score":0.8549202,"about_ca_system_score_codex":0.00033932785,"about_ca_system_score_gemma":0.00011178108,"threshold_uncertainty_score":0.597705},"labels":[],"label_agreement":null},{"id":"W4232304689","doi":"10.1109/smartworld-uic-atc-scalcom-iop-sci.2019.00006","title":"SmartWorld 2019 Steering Committee","year":2019,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","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":"St. Francis Xavier University","funders":"","keywords":"Computer science; Steering committee; Engineering; Engineering management","score_opus":0.0036178843681310296,"score_gpt":0.16968416732986322,"score_spread":0.16606628296173218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232304689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56297165,0.00044894012,0.002780886,0.00020197874,0.0032497605,0.00037228316,0.000006551589,0.001296364,0.42867157],"genre_scores_gemma":[0.97903764,0.00001084747,0.00020276592,0.00007774832,0.00017460102,0.000004919045,0.000007263771,0.00003698307,0.020447204],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993392,0.000010306073,0.0001704055,0.0001122414,0.00011031755,0.00025753063],"domain_scores_gemma":[0.9995913,0.000037978134,0.000011318241,0.0002853541,0.00001572804,0.000058349207],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011372071,0.00012470038,0.0001573506,0.00005659832,0.000022633654,0.000026810745,0.00013068473,0.000057167894,0.0006338021],"category_scores_gemma":[0.0000014419174,0.00011662317,0.000056624223,0.000116163625,0.000006774145,0.00011248022,0.000021524538,0.00012819088,0.004425993],"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":[0.000047552712,0.00007399878,0.16944872,0.0010836106,0.0003631589,0.000029842276,0.0008336262,0.18416984,0.06024975,0.013414002,0.51750946,0.052776467],"study_design_scores_gemma":[0.0013351836,0.00007867648,0.036474023,0.00012993441,0.000015979507,0.000011702199,0.0001642078,0.2015772,0.011295417,0.00009044429,0.7479079,0.00091934483],"about_ca_topic_score_codex":0.00006166339,"about_ca_topic_score_gemma":0.000037107544,"teacher_disagreement_score":0.416066,"about_ca_system_score_codex":0.000037013,"about_ca_system_score_gemma":0.000005794056,"threshold_uncertainty_score":0.99634916},"labels":[],"label_agreement":null},{"id":"W4234054591","doi":"10.4324/9781315193854-11","title":"Dock pilferage A case study in occupational theft","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"DOCK; Business; Engineering; Marine engineering","score_opus":0.026719256052719915,"score_gpt":0.25204636532080515,"score_spread":0.22532710926808525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234054591","genre_codex":"other","genre_gemma":"empirical","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":[0.065345585,0.0001660802,0.0003625834,0.000010337416,0.0009929134,0.0010463906,0.000049564813,0.0003927261,0.93163383],"genre_scores_gemma":[0.7218473,0.000006529919,0.00004264209,0.000028501021,0.00064772373,0.000024496063,0.000028693568,0.00008899796,0.27728513],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988529,0.000015178782,0.00043060674,0.00026355783,0.00022138827,0.00021636194],"domain_scores_gemma":[0.9994227,0.00006232916,0.000041163064,0.00035496906,0.000052826006,0.00006596313],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00020234905,0.00033275865,0.00034541366,0.00023212928,0.00004204077,0.00003060431,0.00012777698,0.00024164941,0.0026210784],"category_scores_gemma":[0.0000035672688,0.00030389655,0.000088292385,0.00003442731,0.000023454833,0.00006486106,0.000035761153,0.0003171831,0.00089071045],"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":[0.0014704721,0.0023531003,0.05614229,0.0050385185,0.0073521296,0.23635304,0.07181338,0.036534198,0.0002724513,0.10678098,0.39190224,0.0839872],"study_design_scores_gemma":[0.01345843,0.0025800464,0.006701135,0.0017917049,0.00048545242,0.009301819,0.0051367623,0.07950578,0.00012662385,0.0070639285,0.8645787,0.009269591],"about_ca_topic_score_codex":0.0003166349,"about_ca_topic_score_gemma":0.0037684827,"teacher_disagreement_score":0.6565017,"about_ca_system_score_codex":0.00012698492,"about_ca_system_score_gemma":0.000041125295,"threshold_uncertainty_score":0.9999413},"labels":[],"label_agreement":null},{"id":"W4236278752","doi":"10.32920/ryerson.14645319","title":"Advanced traveller information system (ATIS) using GPS/GIS","year":2021,"lang":"en","type":"preprint","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General Packet Radio Service; Global Positioning System; Automatic vehicle location; Vehicle tracking system; GSM; Transit (satellite); Computer science; Service (business); Tracking system; Truck; Track (disk drive); Assisted GPS; Information system; IVMS; Real-time computing; Telecommunications; Transport engineering; Public transport; Engineering; Operating system; Business","score_opus":0.011882000709687974,"score_gpt":0.20957423208893555,"score_spread":0.19769223137924757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236278752","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":[0.40509152,0.0009421977,0.511057,0.000040207135,0.009863564,0.0012537056,0.00008836183,0.002174628,0.06948879],"genre_scores_gemma":[0.9939641,0.00003695199,0.0051510516,0.000028787541,0.0002820846,0.000044180586,0.00023543209,0.000053754924,0.00020368324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984297,0.00003948995,0.0007220939,0.00021503131,0.00027670848,0.00031697174],"domain_scores_gemma":[0.99909556,0.000023593535,0.00012365663,0.00051790144,0.00014422715,0.00009507359],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019260643,0.0003595567,0.0004829878,0.00017530129,0.000066945126,0.00019579292,0.00020285482,0.00044503028,0.000099596444],"category_scores_gemma":[0.000009320576,0.00037251803,0.0001821471,0.00016814488,0.000012261095,0.0004335062,0.00012575128,0.0004618816,0.00010908447],"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":[0.000009789378,0.000006149169,0.00010479963,0.0052841175,0.0001682281,0.000012205688,0.0017227818,0.9742763,0.001271877,0.00024173988,0.00040616238,0.016495867],"study_design_scores_gemma":[0.00046101853,0.000008661131,0.00035818006,0.0013628844,0.000046511792,0.000026865884,0.0026717137,0.98490644,0.006077112,0.000004244146,0.0034332394,0.00064310775],"about_ca_topic_score_codex":0.00020901918,"about_ca_topic_score_gemma":0.000019669631,"teacher_disagreement_score":0.58887255,"about_ca_system_score_codex":0.00042472727,"about_ca_system_score_gemma":0.000098034485,"threshold_uncertainty_score":0.9998727},"labels":[],"label_agreement":null},{"id":"W4246480787","doi":"10.1109/mprv.2007.77","title":"New Products","year":2007,"lang":"en","type":"article","venue":"IEEE Pervasive Computing","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer security; Firewall (physics); World Wide Web; Instant messaging; Mobile phone; Web service; Telecommunications; Internet privacy; Multimedia; Business","score_opus":0.012543765680269095,"score_gpt":0.2264423069808339,"score_spread":0.2138985413005648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246480787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6797776,0.00091391907,0.30116996,0.00020820655,0.005641841,0.00030423538,0.0000017071113,0.0010347044,0.010947779],"genre_scores_gemma":[0.99210906,0.000004626052,0.0043872143,0.00008233646,0.0029216395,5.1685566e-7,0.0000033759973,0.000044105916,0.00044709854],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988786,0.000012883279,0.0002857558,0.00020761679,0.00016085309,0.00045429065],"domain_scores_gemma":[0.9994307,0.00009689424,0.000036309684,0.00021918159,0.00008749144,0.00012938277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036343542,0.00016995463,0.00017918438,0.0000861082,0.000092888746,0.00003252067,0.00016393565,0.00007359332,0.000014399934],"category_scores_gemma":[0.000031821186,0.00017796985,0.000058414993,0.00029803388,0.000013906902,0.00007949321,0.000018251629,0.0001925256,0.00022779228],"study_design_candidate":"bench_or_experimental","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":[0.00003782468,0.000042982538,0.008990348,0.0006962147,0.00019445083,0.00023543472,0.006233973,0.114088684,0.20099841,0.0005123844,0.08158336,0.5863859],"study_design_scores_gemma":[0.0024769225,0.0001860833,0.041593786,0.0007452647,0.00006604607,0.00027499624,0.00088616123,0.1744363,0.63053393,0.00021845741,0.14640625,0.0021757896],"about_ca_topic_score_codex":0.00005879087,"about_ca_topic_score_gemma":0.000022395296,"teacher_disagreement_score":0.58421016,"about_ca_system_score_codex":0.00008077677,"about_ca_system_score_gemma":0.000039407652,"threshold_uncertainty_score":0.72574},"labels":[],"label_agreement":null},{"id":"W4252791260","doi":"10.32920/ryerson.14645319.v1","title":"Advanced traveller information system (ATIS) using GPS/GIS","year":2021,"lang":"en","type":"preprint","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General Packet Radio Service; Global Positioning System; Automatic vehicle location; Vehicle tracking system; GSM; Transit (satellite); Computer science; Service (business); Tracking system; Truck; Track (disk drive); Assisted GPS; Information system; IVMS; Real-time computing; Telecommunications; Transport engineering; Operating system; Public transport; Engineering; Business","score_opus":0.011882000709687974,"score_gpt":0.20957423208893555,"score_spread":0.19769223137924757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252791260","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":[0.40509152,0.0009421977,0.511057,0.000040207135,0.009863564,0.0012537056,0.00008836183,0.002174628,0.06948879],"genre_scores_gemma":[0.9939641,0.00003695199,0.0051510516,0.000028787541,0.0002820846,0.000044180586,0.00023543209,0.000053754924,0.00020368324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984297,0.00003948995,0.0007220939,0.00021503131,0.00027670848,0.00031697174],"domain_scores_gemma":[0.99909556,0.000023593535,0.00012365663,0.00051790144,0.00014422715,0.00009507359],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019260643,0.0003595567,0.0004829878,0.00017530129,0.000066945126,0.00019579292,0.00020285482,0.00044503028,0.000099596444],"category_scores_gemma":[0.000009320576,0.00037251803,0.0001821471,0.00016814488,0.000012261095,0.0004335062,0.00012575128,0.0004618816,0.00010908447],"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":[0.000009789378,0.000006149169,0.00010479963,0.0052841175,0.0001682281,0.000012205688,0.0017227818,0.9742763,0.001271877,0.00024173988,0.00040616238,0.016495867],"study_design_scores_gemma":[0.00046101853,0.000008661131,0.00035818006,0.0013628844,0.000046511792,0.000026865884,0.0026717137,0.98490644,0.006077112,0.000004244146,0.0034332394,0.00064310775],"about_ca_topic_score_codex":0.00020901918,"about_ca_topic_score_gemma":0.000019669631,"teacher_disagreement_score":0.58887255,"about_ca_system_score_codex":0.00042472727,"about_ca_system_score_gemma":0.000098034485,"threshold_uncertainty_score":0.9998727},"labels":[],"label_agreement":null},{"id":"W4281263175","doi":"10.5206/elip.v5i1.14940","title":"ELIP 2022: 5th Edition","year":2022,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.0037222106600525435,"score_gpt":0.1859429252679401,"score_spread":0.18222071460788755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281263175","genre_codex":"other","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":[0.35871017,0.005059501,0.0139345145,0.0080500245,0.011944492,0.0015304949,0.0007135577,0.0090313805,0.5910259],"genre_scores_gemma":[0.9976773,0.000079289915,0.00018624819,0.00023707731,0.0005566403,0.00009755208,0.00038125226,0.00003053322,0.00075410533],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99901515,0.00003722457,0.00030755982,0.000099371,0.00031304776,0.00022766177],"domain_scores_gemma":[0.99965227,0.000024035317,0.0000651778,0.00017685111,0.00002374026,0.000057929064],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013796001,0.00014523469,0.00012292028,0.00030880645,0.00036241143,0.00008938443,0.00018019576,0.000035504523,0.0030776125],"category_scores_gemma":[0.000008686843,0.00016647478,0.00008489814,0.00049158646,0.000021115682,0.00456231,0.00007411783,0.00029121994,0.00018344742],"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":[0.00014624407,0.00008786913,0.0012473509,0.00028268894,0.00021202514,0.000008715161,0.09246838,0.26512834,0.0008211214,0.04275157,0.57166797,0.025177706],"study_design_scores_gemma":[0.0006517261,0.000091292226,0.003248337,0.000022693155,0.000011880296,0.000023603785,0.05024874,0.10266149,0.0016478961,0.0005178941,0.8403695,0.0005048958],"about_ca_topic_score_codex":0.000008323618,"about_ca_topic_score_gemma":2.358961e-7,"teacher_disagreement_score":0.63896716,"about_ca_system_score_codex":0.000111321264,"about_ca_system_score_gemma":0.000033807704,"threshold_uncertainty_score":0.9978337},"labels":[],"label_agreement":null},{"id":"W4281636056","doi":"10.1109/icaccs54159.2022.9784981","title":"A Survey on Design and Application Approaches in Women-Safety Systems","year":2022,"lang":"en","type":"article","venue":"2022 8th International Conference on Advanced Computing and Communication Systems (ICACCS)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Globe; Harassment; Android (operating system); Computer science; Computer security; Open research; Political science; Psychology; World Wide Web","score_opus":0.060349722906030336,"score_gpt":0.27325161375518964,"score_spread":0.2129018908491593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281636056","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7529701,0.0076295366,0.20888235,0.0012934175,0.0034103324,0.005189441,0.00041835214,0.0011968579,0.019009605],"genre_scores_gemma":[0.9984687,0.000315537,0.00017851504,0.000058906877,0.000045123423,0.0005377513,0.0001746661,0.00003593106,0.00018487543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99730694,0.00094128837,0.0006520526,0.000407446,0.00041610142,0.00027618126],"domain_scores_gemma":[0.9984247,0.0005893474,0.00023198841,0.0005584609,0.00010461071,0.00009090615],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020860757,0.00025147354,0.000359966,0.00028635134,0.00036852874,0.00015579206,0.0005838213,0.000072233255,0.000009934793],"category_scores_gemma":[0.000038769365,0.00027777746,0.000026580909,0.00032371088,0.00005250794,0.00011289542,0.0002156877,0.0005450175,0.000008631637],"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":[0.0002872086,0.00009141195,0.0011771651,0.000067313034,0.000060056398,0.0000015950249,0.0012096699,0.92520714,0.00024236049,0.042670276,0.00010640376,0.028879425],"study_design_scores_gemma":[0.00088008126,0.00012323706,0.0072978577,0.00018303936,0.0000027110252,0.000012549376,0.0024085355,0.98489803,0.000011813541,0.00012679536,0.003768434,0.00028693568],"about_ca_topic_score_codex":0.00022095598,"about_ca_topic_score_gemma":0.000015346792,"teacher_disagreement_score":0.24549858,"about_ca_system_score_codex":0.00053899706,"about_ca_system_score_gemma":0.00004253656,"threshold_uncertainty_score":0.99996746},"labels":[],"label_agreement":null},{"id":"W4281644697","doi":"10.22214/ijraset.2022.42620","title":"IoT Based Emergency Button for Women Safety","year":2022,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity College","funders":"","keywords":"Computer security; SAFER; Internet of Things; ALARM; Computer science; Internet privacy; Home automation; Safeguard; Wonder; Meaning (existential); Telecommunications; Business; Engineering","score_opus":0.03477981919136267,"score_gpt":0.34567656600693947,"score_spread":0.3108967468155768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281644697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85790366,0.0007370583,0.11858242,0.008450009,0.009091727,0.0023376287,0.0001763829,0.0006671966,0.0020539246],"genre_scores_gemma":[0.9969651,0.000039219485,0.0019575846,0.000011884044,0.00015517925,0.000770024,0.0000034105701,0.000022636203,0.00007492808],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99812984,0.000007959723,0.00030203993,0.00021264816,0.0006821811,0.0006653291],"domain_scores_gemma":[0.99937916,0.00011246814,0.000027224989,0.00012272544,0.00025795386,0.000100443176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036346938,0.000100016034,0.00013343811,0.0019538563,0.00040442994,0.00005605535,0.00087911886,0.000058290578,0.000026219273],"category_scores_gemma":[0.00016478999,0.000106808824,0.000029836161,0.0010801267,0.0001123414,0.000064502456,0.00014835835,0.0005900856,0.0000014753555],"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":[0.0003968987,0.00009270155,0.00038447554,0.00017674026,0.000070175476,0.000028861472,0.00048088713,0.52331305,0.28914174,0.0697584,0.0018747323,0.11428137],"study_design_scores_gemma":[0.0013003697,0.00021600786,0.00014604686,0.000024583103,0.0000012586705,0.00006543614,0.00073773216,0.7505619,0.006172391,0.0106143,0.22994345,0.00021650518],"about_ca_topic_score_codex":0.0000029458026,"about_ca_topic_score_gemma":0.0000021644134,"teacher_disagreement_score":0.28296936,"about_ca_system_score_codex":0.0011026283,"about_ca_system_score_gemma":0.00014892203,"threshold_uncertainty_score":0.43555373},"labels":[],"label_agreement":null},{"id":"W4281658682","doi":"10.22214/ijraset.2022.43435","title":"Survey on Employee Tracking System","year":2022,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity College","funders":"","keywords":"Computer science; Bar chart; Java; Android (operating system); Tracking system; Attendance; Information system; Database; Operating system; Engineering","score_opus":0.06934710447364806,"score_gpt":0.35753878453148163,"score_spread":0.2881916800578336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281658682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880536,0.00025382513,0.0050835903,0.00078482577,0.003624798,0.0005226928,0.000047663274,0.0004096256,0.0012193639],"genre_scores_gemma":[0.9994559,0.000017464079,0.00023382308,0.000009025358,0.00011365254,0.00013495555,0.0000029166501,0.000020594249,0.000011627312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981336,0.000018926576,0.00024441216,0.00020243734,0.0009055942,0.0004950092],"domain_scores_gemma":[0.999348,0.00019666574,0.000021700302,0.00012503145,0.00023204347,0.00007659367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055045304,0.00009338394,0.00012791195,0.0022933965,0.00035277993,0.00012866476,0.0008905002,0.000052580996,0.0000033488734],"category_scores_gemma":[0.00016365295,0.00009652044,0.000019742418,0.0012269646,0.000121267345,0.00008259497,0.00016420525,0.00088333373,0.000003954423],"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":[0.0002773897,0.00009057552,0.0068163467,0.0001582404,0.000105189814,0.00025640227,0.00049557915,0.6160029,0.12968753,0.110336564,0.0026229406,0.13315034],"study_design_scores_gemma":[0.002686611,0.0006078818,0.019817881,0.00031159082,0.0000039398537,0.0008185334,0.0024037915,0.91447884,0.014922685,0.0030010322,0.04020293,0.0007442621],"about_ca_topic_score_codex":0.000015395368,"about_ca_topic_score_gemma":0.000006705791,"teacher_disagreement_score":0.29847595,"about_ca_system_score_codex":0.0009894728,"about_ca_system_score_gemma":0.00009064903,"threshold_uncertainty_score":0.3935989},"labels":[],"label_agreement":null},{"id":"W4281730704","doi":"10.1109/iciccs53718.2022.9788155","title":"Ball Bearing Fault by Feature Extraction and Fault Diagnosis method based on AI ML Algorithms","year":2022,"lang":"en","type":"article","venue":"2022 6th International Conference on Intelligent Computing and Control Systems (ICICCS)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Feature extraction; Bearing (navigation); Ball (mathematics); Ball bearing; Computer science; Wavelet packet decomposition; Network packet; Algorithm; Wavelet; Fault (geology); Pattern recognition (psychology); Wavelet transform; Artificial intelligence; Signal processing; Engineering; Mathematics; Telecommunications","score_opus":0.017041862208968472,"score_gpt":0.28422492504304697,"score_spread":0.2671830628340785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281730704","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":[0.047979575,0.003131466,0.9213204,0.004341556,0.011536986,0.0019447567,0.0008673565,0.0008580845,0.008019853],"genre_scores_gemma":[0.9975739,0.00010449704,0.00015538336,0.00059137767,0.00045182917,0.00022982965,0.00012844517,0.00005485927,0.0007098423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972531,0.0003618981,0.0005879943,0.00061355875,0.00078211515,0.00040129662],"domain_scores_gemma":[0.9986315,0.00055455166,0.00020806424,0.0002460391,0.00019336613,0.00016651161],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009983036,0.00040905035,0.00048334253,0.00030442153,0.00042839648,0.0003372371,0.00034134855,0.00014574527,0.00013450459],"category_scores_gemma":[0.00005272038,0.00041732186,0.00011915841,0.00017745276,0.00003349225,0.00010871451,0.0000814749,0.00093262637,0.000016355772],"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":[0.00029605,0.00019156466,0.002565371,0.00019843336,0.0004064814,0.00004065946,0.0004913957,0.89831877,0.0030115389,0.0051224427,0.007937092,0.08142018],"study_design_scores_gemma":[0.0010261581,0.00029401665,0.00019556255,0.00026017812,0.000034687167,0.000040864626,0.00069674087,0.96660584,0.00060842535,0.00003649614,0.029796798,0.00040422892],"about_ca_topic_score_codex":0.0004366061,"about_ca_topic_score_gemma":0.000009530068,"teacher_disagreement_score":0.9495944,"about_ca_system_score_codex":0.00033634217,"about_ca_system_score_gemma":0.000039836697,"threshold_uncertainty_score":0.99982786},"labels":[],"label_agreement":null},{"id":"W4309220813","doi":"10.2196/40797","title":"Trends in Smart Helmets With Multimodal Sensing for Health and Safety: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Korea Advanced Institute of Science and Technology; Khalifa University of Science, Technology and Research; National Research Foundation of Korea; National Research Foundation","keywords":"Internet of Things; Computer science; Quality (philosophy); The Internet; Key (lock); Web of science; Systematic review; World Wide Web; Computer security; MEDLINE; Medicine; Meta-analysis","score_opus":0.03441005943275085,"score_gpt":0.3496488935888027,"score_spread":0.31523883415605186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309220813","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":[0.46056435,0.4758259,0.0048262537,0.04031701,0.0018740098,0.013714178,0.00045752147,0.0011036019,0.0013171817],"genre_scores_gemma":[0.9629235,0.025723962,0.002255123,0.008033575,0.00023448493,0.00038596452,0.00021413753,0.00012070477,0.000108491804],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99779654,0.0001882289,0.00067676563,0.00037431993,0.00020631732,0.00075784576],"domain_scores_gemma":[0.9990378,0.00012153265,0.00014492135,0.00019982843,0.000022551501,0.00047333623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012680065,0.0002377552,0.0006702263,0.00028983335,0.00051668345,0.000018075705,0.00006253703,0.000047946687,0.000010897979],"category_scores_gemma":[0.000009469423,0.00023015864,0.000038130416,0.00049436034,0.000030598992,0.00009118398,0.000034537712,0.000361146,6.6948536e-7],"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":[0.0008368,0.00008504491,0.0044986946,0.13684359,0.000029387902,0.000019057055,0.0035245824,0.001225872,0.000009378122,0.00017922104,0.003993705,0.84875464],"study_design_scores_gemma":[0.046424065,0.016013462,0.114730656,0.18345551,0.0002886624,0.0019975118,0.0061939154,0.4526472,0.000038425685,0.00022660033,0.17195758,0.006026391],"about_ca_topic_score_codex":0.00035429207,"about_ca_topic_score_gemma":0.0007342058,"teacher_disagreement_score":0.84272826,"about_ca_system_score_codex":0.0003130074,"about_ca_system_score_gemma":0.00036954883,"threshold_uncertainty_score":0.93855965},"labels":[],"label_agreement":null},{"id":"W4313270307","doi":"10.1109/icirca54612.2022.9985762","title":"Implementation of Smart Vehicle Accident Detection using Raspberry PI in Smart Cities","year":2022,"lang":"en","type":"article","venue":"2022 4th International Conference on Inventive Research in Computing Applications (ICIRCA)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Raspberry pi; Global Positioning System; Geographic coordinate system; GSM; Computer science; Real-time computing; Computer security; Accident (philosophy); Emergency vehicle; Embedded system; Telecommunications; Internet of Things; Geography","score_opus":0.12795747060935997,"score_gpt":0.4012229239236812,"score_spread":0.2732654533143212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313270307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834632,0.00007482958,0.009684627,0.00028871253,0.00047795882,0.0009960501,0.000058692855,0.000071386065,0.004884495],"genre_scores_gemma":[0.9990774,0.000021110194,0.00009674243,0.000018735645,0.00010050553,0.0005374186,0.00006534803,0.000027067998,0.000055718414],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973278,0.00038611016,0.0006523292,0.00035349425,0.00090348336,0.00037676375],"domain_scores_gemma":[0.9990213,0.00024021056,0.00013747391,0.00024410927,0.00030249174,0.00005439688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019347881,0.00014629212,0.00020515743,0.0012098214,0.00026817204,0.000061010553,0.0004910194,0.00005049455,0.00028495662],"category_scores_gemma":[0.000021120382,0.00019149785,0.000067544715,0.0011886837,0.00008478038,0.00013079491,0.0002520689,0.00074851693,0.000016847689],"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":[0.000316169,0.000787095,0.38684663,0.00040595897,0.00028329593,0.000029690893,0.0047863256,0.2743402,0.12171244,0.08843699,0.00044227391,0.12161291],"study_design_scores_gemma":[0.0010933507,0.0001730578,0.05355544,0.00017000626,0.0000054392535,0.000007893766,0.009240412,0.910495,0.01938799,0.0039932583,0.001598816,0.0002793411],"about_ca_topic_score_codex":0.0019889444,"about_ca_topic_score_gemma":0.0008111172,"teacher_disagreement_score":0.6361548,"about_ca_system_score_codex":0.0013409087,"about_ca_system_score_gemma":0.00017088519,"threshold_uncertainty_score":0.78090554},"labels":[],"label_agreement":null},{"id":"W4317206776","doi":"10.18280/ijsse.120613","title":"Development of a Driver Safety Monitoring Device with Ignition Interlock","year":2022,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Buzzer; ALARM; Automotive engineering; Interlock; Drunk driving; Poison control; Microcontroller; Liquid-crystal display; Brake; Computer security; Computer science; Engineering; Simulation; Embedded system; Injury prevention; Medical emergency; Electrical engineering; Medicine","score_opus":0.006547777728805149,"score_gpt":0.20242198625047256,"score_spread":0.1958742085216674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317206776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9622829,0.0006442653,0.03489685,0.00009166649,0.0016077806,0.00009904234,0.000030604853,0.000052670024,0.0002941969],"genre_scores_gemma":[0.9963793,0.00010805093,0.0032367972,0.0000071135805,0.00022807645,0.000003549136,0.000008422817,0.000021481288,0.000007189677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869436,0.000017790073,0.0005970346,0.00008505765,0.00046597025,0.00013977465],"domain_scores_gemma":[0.99947727,0.000062306935,0.00014917161,0.000059851493,0.0001819285,0.00006947142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037101377,0.0001384158,0.00022711635,0.00023298859,0.000072991534,0.000018739074,0.00022306046,0.000034326662,0.000029052218],"category_scores_gemma":[0.000011424151,0.0001371854,0.000060221075,0.00012635793,0.0000142761555,0.00022449676,0.00006873672,0.00034478656,7.109223e-7],"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":[0.0015784017,0.00016087243,0.0041312263,0.00047659277,0.0016901775,0.00023123664,0.024847347,0.89050937,0.037295494,0.0011687494,0.000045969475,0.03786455],"study_design_scores_gemma":[0.016510993,0.0013089082,0.070443735,0.0055385935,0.0003427308,0.0051629157,0.01727207,0.42331734,0.12660336,0.00027498428,0.3301781,0.0030462695],"about_ca_topic_score_codex":0.000004839057,"about_ca_topic_score_gemma":0.000003931764,"teacher_disagreement_score":0.46719205,"about_ca_system_score_codex":0.00025882755,"about_ca_system_score_gemma":0.00004602427,"threshold_uncertainty_score":0.55942583},"labels":[],"label_agreement":null},{"id":"W4320512333","doi":"10.2991/978-2-494069-31-2_229","title":"Bi-Model Helmet Wearing Detection","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Correctness; Mainstream; Computer science; Visualization; Head (geology); Artificial intelligence; Human–computer interaction; Computer vision; Data science; Algorithm; Political science; Geology","score_opus":0.08004781807209678,"score_gpt":0.41171954681997336,"score_spread":0.3316717287478766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320512333","genre_codex":"other","genre_gemma":"empirical","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":[0.0062167095,0.021367572,0.000013899126,0.00014681682,0.002894174,0.0012199719,0.0000429807,0.0001223512,0.9679755],"genre_scores_gemma":[0.6863171,0.046733428,0.00011255815,0.0001780034,0.0040526283,0.00091942307,0.00006178256,0.00014328229,0.2614818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99154264,0.00033293417,0.000947131,0.001338701,0.0039219772,0.0019166046],"domain_scores_gemma":[0.99708986,0.0004446408,0.00022316654,0.0003901995,0.0015682221,0.00028388735],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.008293955,0.0005333461,0.0006502578,0.0064638704,0.011766983,0.0016167965,0.0015334944,0.00030233222,0.0005454056],"category_scores_gemma":[0.0002828309,0.0006170479,0.000102757476,0.002657063,0.014856049,0.0052499226,0.00066860596,0.0028051112,0.000025197496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000027867922,0.00013993814,0.000090546506,0.00040422246,0.000005404636,0.0000013452806,0.030458162,0.000052101,0.00014162889,0.7858058,0.0004559775,0.18241696],"study_design_scores_gemma":[0.00028831148,0.00013937234,0.00046090837,0.00024977757,0.0000068443214,0.0000057331476,0.08556935,0.0006279689,0.000055199464,0.13730857,0.77457947,0.0007085224],"about_ca_topic_score_codex":0.00039678745,"about_ca_topic_score_gemma":0.0035780862,"teacher_disagreement_score":0.7741235,"about_ca_system_score_codex":0.0045137512,"about_ca_system_score_gemma":0.0064279134,"threshold_uncertainty_score":0.99962807},"labels":[],"label_agreement":null},{"id":"W4321843944","doi":"10.1109/icatiece56365.2022.10047377","title":"A Review on Women Safety in India using Machine Learning on Different Social Media Platform","year":2022,"lang":"en","type":"review","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Social media; Harassment; Feeling; Action (physics); Face (sociological concept); Internet privacy; Public relations; Advertising; Psychology; Sociology; Political science; Computer science; Social psychology; Business; World Wide Web; Social science","score_opus":0.059892300544479166,"score_gpt":0.2908858568812055,"score_spread":0.23099355633672633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321843944","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":[0.00008626138,0.9924986,0.000007588216,0.000006721339,0.0008529126,0.001026262,0.00007589906,0.00026899506,0.00517678],"genre_scores_gemma":[0.00013674365,0.9982215,0.0000065599243,0.000097598415,0.00045078158,0.00025043022,0.0005111011,0.00018380652,0.0001414457],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99695635,0.00027799027,0.0011819312,0.00043397542,0.00046418532,0.00068554346],"domain_scores_gemma":[0.9987221,0.00061761687,0.00023709092,0.00028806212,0.000008624392,0.00012651487],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00085070654,0.00076862884,0.0028520362,0.00047204073,0.0001840009,0.00002947657,0.00035665647,0.00032473414,0.0016883936],"category_scores_gemma":[0.000081432554,0.00060602906,0.0004891885,0.0006453808,0.000016633527,0.00005720979,0.0001049898,0.0021710433,0.00010920889],"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":[0.000014386728,0.000039060462,0.000003204162,0.06226759,0.0001210575,0.000029668934,0.00045686206,0.00017699432,1.2653608e-7,0.000114598915,0.00017533684,0.9366011],"study_design_scores_gemma":[0.00030377376,0.00007614128,0.000011215095,0.037427608,0.0001069412,0.000010767655,0.000039783357,0.00084667775,1.933994e-7,0.0000043293344,0.96055055,0.0006220385],"about_ca_topic_score_codex":0.000023369017,"about_ca_topic_score_gemma":0.000024488,"teacher_disagreement_score":0.9603752,"about_ca_system_score_codex":0.0027479078,"about_ca_system_score_gemma":0.000090393485,"threshold_uncertainty_score":0.9996391},"labels":[],"label_agreement":null},{"id":"W4377970830","doi":"10.1109/iccci56745.2023.10128346","title":"A Survey on existing system design used for managing ambulance booking through mobile App","year":2023,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Android (operating system); Computer science; Phone; Ambulance service; Population; Computer security; World Wide Web; Medical emergency; Operating system; Medicine","score_opus":0.07249829151463556,"score_gpt":0.28549144578256586,"score_spread":0.2129931542679303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377970830","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":[0.056913015,0.00032872404,0.9102134,0.00004464591,0.0024077788,0.002714899,0.00006869376,0.008206784,0.019102052],"genre_scores_gemma":[0.9959446,0.0000074985483,0.0018850856,0.000028955008,0.00027454167,0.0003535926,0.000052549898,0.000106038264,0.0013471068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985457,0.00008592102,0.0003510937,0.0002938961,0.00019356518,0.00052982307],"domain_scores_gemma":[0.9986536,0.0007931824,0.000048686856,0.00040695403,0.000044749682,0.000052815714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011641548,0.00022641523,0.00031298542,0.000103914776,0.00017639167,0.000074054355,0.00024248332,0.00008887916,0.0000050422036],"category_scores_gemma":[0.00004483951,0.00022038845,0.00008322082,0.00041109693,0.0000121369385,0.000119003154,0.00003204373,0.00011491763,0.00021333086],"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":[0.00007613147,0.000016039869,0.001575776,0.002077453,0.00014781357,0.000039800165,0.0013819842,0.9616238,0.0034724497,0.0032318765,0.0213293,0.0050275987],"study_design_scores_gemma":[0.00064526463,0.00008080808,0.00097190135,0.00047681617,0.0000109740795,0.0000027078877,0.00059932127,0.9884455,0.005587495,0.00008679721,0.002698193,0.0003941784],"about_ca_topic_score_codex":0.00021275162,"about_ca_topic_score_gemma":0.000047933187,"teacher_disagreement_score":0.9390316,"about_ca_system_score_codex":0.000155097,"about_ca_system_score_gemma":0.000014149567,"threshold_uncertainty_score":0.898718},"labels":[],"label_agreement":null},{"id":"W4378187028","doi":"10.18280/ria.370228","title":"Special Vehicle Like Ambulance Recognition and Security System Using Mobility Accredit System","year":2023,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer security; Security system; Computer science; Business; Medical emergency; Medicine","score_opus":0.045256563176273516,"score_gpt":0.2453687708179171,"score_spread":0.20011220764164359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378187028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98275733,0.00027393078,0.0070530423,0.00002608884,0.0042224196,0.000576172,0.00008970299,0.0013647096,0.0036366049],"genre_scores_gemma":[0.9967685,0.00004892225,0.000074136035,0.000006729608,0.002870708,0.00003639363,0.000034794648,0.000047368532,0.00011246541],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982077,0.00008507787,0.00059897,0.0004236307,0.00020210167,0.00048251913],"domain_scores_gemma":[0.9991191,0.00013057013,0.00008268869,0.00041991982,0.000104005325,0.00014368993],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00072114717,0.00024251315,0.0003525321,0.0001478626,0.00022831859,0.0000931066,0.00018462607,0.00017329682,0.000032705168],"category_scores_gemma":[0.00002775167,0.0002682921,0.0000970058,0.00072120386,0.00007059642,0.00021919946,0.000062180945,0.00024203176,0.0012065591],"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":[0.00031807224,0.0002563305,0.005129703,0.026038991,0.00031966067,0.0005924429,0.016208699,0.7585544,0.06797552,0.0024072344,0.012461561,0.10973736],"study_design_scores_gemma":[0.00006678138,0.000034262273,0.00017170711,0.0006230385,0.000022633343,0.00006151763,0.0045312466,0.97468513,0.017035495,0.0000737684,0.0023796803,0.00031476276],"about_ca_topic_score_codex":0.000108403205,"about_ca_topic_score_gemma":0.000026250367,"teacher_disagreement_score":0.21613069,"about_ca_system_score_codex":0.00028227663,"about_ca_system_score_gemma":0.000022594166,"threshold_uncertainty_score":0.99997693},"labels":[],"label_agreement":null},{"id":"W4385390203","doi":"10.18280/ria.370330","title":"Fast Mask Recurrent Convolutional Neural Network for IoT-Based Maternal and Fetal Monitoring in High-Risk Pregnancies","year":2023,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Convolutional neural network; Medicine; Internet of Things; Recurrent neural network; Computer science; Fetal monitoring; Fetus; Obstetrics; Pregnancy; Artificial neural network; Machine learning; Embedded system; Biology","score_opus":0.02584944427053303,"score_gpt":0.24389264898402932,"score_spread":0.21804320471349628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385390203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97210383,0.0013004038,0.023092039,0.000110338064,0.002523907,0.00046588064,0.00006815744,0.0002844873,0.000050944782],"genre_scores_gemma":[0.9980122,0.00015487372,0.0008154672,0.000005145526,0.0005846644,0.00012695066,0.000025792871,0.000037682174,0.00023721592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859554,0.000037664013,0.00043897313,0.00027698735,0.00013015063,0.0005207141],"domain_scores_gemma":[0.9994064,0.00022490147,0.00006030229,0.0001835985,0.000042208998,0.00008260022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003604572,0.0001960569,0.00023380207,0.00012748557,0.00014494841,0.000054424963,0.00014563453,0.00009254727,0.000013876329],"category_scores_gemma":[0.00003211493,0.00020809508,0.00007858272,0.00040342778,0.00005753906,0.00007507979,0.000031370015,0.00020164144,0.00008060512],"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":[0.000041554238,0.000011552401,0.043867026,0.00022539665,0.000012469633,0.000008434976,0.00022084243,0.91407615,0.0006548001,0.00023883497,0.00019731058,0.04044565],"study_design_scores_gemma":[0.00013559859,0.00007944758,0.015261315,0.0004099137,0.000010038569,0.0000047016465,0.00020205711,0.97219414,0.010556564,0.00033162296,0.00059221004,0.00022237412],"about_ca_topic_score_codex":0.000079774996,"about_ca_topic_score_gemma":0.00005781378,"teacher_disagreement_score":0.05811803,"about_ca_system_score_codex":0.00008680116,"about_ca_system_score_gemma":0.000022920703,"threshold_uncertainty_score":0.84858716},"labels":[],"label_agreement":null},{"id":"W4387132290","doi":"10.18280/ijsse.130404","title":"Integrated Sensor-Based Smart Mannequin for Injury Detection in Armored Vehicle","year":2023,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Direktorat Riset dan Pengabdian Masyarakat; Universitas Telkom","keywords":"Computer science; Automotive engineering; Embedded system; Engineering","score_opus":0.0074917604465346375,"score_gpt":0.22194816276043697,"score_spread":0.21445640231390234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387132290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9530031,0.00017030163,0.04363032,0.0004318638,0.0023096309,0.0001694317,0.000069098925,0.0001672566,0.000048962665],"genre_scores_gemma":[0.99919724,0.00012696981,0.00028547816,0.000026034295,0.0002959108,0.000006807088,0.000021747226,0.000028602019,0.000011226549],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894387,0.000017565057,0.0005185211,0.000100080426,0.00021409472,0.0002058811],"domain_scores_gemma":[0.9994723,0.00015496745,0.000070974325,0.00006149118,0.00016716863,0.00007305123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051319064,0.00014460232,0.00022382678,0.0005348308,0.000026859538,0.000038928312,0.00014968331,0.000101142155,0.0000054448024],"category_scores_gemma":[0.0000847965,0.00014942186,0.00010043959,0.00027929893,0.000013762894,0.00019824524,0.000015064456,0.00028336098,0.0000039876936],"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":[0.0017436005,0.00006415189,0.001645255,0.00037742808,0.00032582867,0.00017934434,0.0012407121,0.84934425,0.10148345,0.00039770987,0.0002862009,0.04291207],"study_design_scores_gemma":[0.0015003472,0.00011171133,0.0041059367,0.00026493298,0.000010487176,0.000034391567,0.00017417998,0.9677927,0.013471761,0.00011240512,0.012229758,0.00019139856],"about_ca_topic_score_codex":0.000020318754,"about_ca_topic_score_gemma":0.000021432863,"teacher_disagreement_score":0.118448436,"about_ca_system_score_codex":0.00016304098,"about_ca_system_score_gemma":0.000023184935,"threshold_uncertainty_score":0.6093247},"labels":[],"label_agreement":null},{"id":"W4387348146","doi":"10.1109/icpcsn58827.2023.00117","title":"Diagnosis of Breast Cancer on Mammography using Attention-Based Convolutional Neural Network","year":2023,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Mammography; Breast cancer; Convolutional neural network; Artificial intelligence; Computer science; Segmentation; Artificial neural network; Cancer; Pattern recognition (psychology); Medicine; Internal medicine","score_opus":0.01706333585830363,"score_gpt":0.23801225251957978,"score_spread":0.22094891666127614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387348146","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961057,0.00019766261,0.00094351254,0.00027629433,0.0013678485,0.00017558932,0.00011620497,0.00043723237,0.0003800048],"genre_scores_gemma":[0.99929357,0.000021500897,0.00007202045,0.00006951571,0.0003885805,0.000045509893,0.000035456866,0.000028381053,0.00004546274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914235,0.000024345194,0.00022814222,0.00012985471,0.00019156962,0.00028376415],"domain_scores_gemma":[0.99961954,0.00010692819,0.00003372921,0.00012955326,0.000052777126,0.000057475336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010914041,0.0001279805,0.0001625753,0.00014896665,0.00006723413,0.000010766077,0.000078519995,0.000062895284,0.00022196866],"category_scores_gemma":[0.0000020141551,0.00012222334,0.00014482746,0.0007340074,0.000034851044,0.000049341907,0.0000089376235,0.000082525905,0.000030910192],"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":[0.000014313928,0.000011230665,0.25448167,0.00006852294,0.000041023548,0.000002105852,0.000005493513,0.7404005,0.00037106665,0.00011381094,0.003215111,0.0012751389],"study_design_scores_gemma":[0.00026280477,0.000010409854,0.34437194,0.0000977799,0.000014237026,0.0000010338015,0.0000107559745,0.6547178,0.00016936856,0.000011992349,0.00021706485,0.000114774],"about_ca_topic_score_codex":0.00034935575,"about_ca_topic_score_gemma":0.00010059096,"teacher_disagreement_score":0.08989027,"about_ca_system_score_codex":0.00004695469,"about_ca_system_score_gemma":0.000018476045,"threshold_uncertainty_score":0.4984123},"labels":[],"label_agreement":null},{"id":"W4387595427","doi":"10.22214/ijraset.2023.56056","title":"Review on Automated Accident Detection System","year":2023,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"ALARM; Crash; Computer science; Accident (philosophy); Real-time computing; False alarm; Computer security; Transport engineering; Engineering; Artificial intelligence","score_opus":0.047255292317082274,"score_gpt":0.379968894109751,"score_spread":0.33271360179266873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387595427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91025704,0.008558214,0.023074947,0.0137035735,0.018431013,0.004786372,0.000030422194,0.016006103,0.00515234],"genre_scores_gemma":[0.9979833,0.0015076529,0.00017714877,0.00001748993,0.00012441595,0.00016349426,0.0000013973324,0.000016799497,0.000008338885],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853593,0.000007402573,0.00025463136,0.00017531218,0.0005807897,0.0004459374],"domain_scores_gemma":[0.9994392,0.000094397736,0.000022111442,0.00011866716,0.0002499647,0.000075680255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032217759,0.00009042883,0.00013263481,0.0024322653,0.00014397882,0.00009124273,0.00053997413,0.000080349695,8.839521e-7],"category_scores_gemma":[0.00020398424,0.00008370667,0.000021728953,0.002002876,0.00008686379,0.00009251325,0.00007628419,0.00046217634,0.000038385097],"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":[0.00009522588,0.000040520445,0.00017901484,0.002313639,0.00011128648,0.0002318676,0.00015732223,0.13066153,0.4872911,0.032996558,0.009464178,0.33645773],"study_design_scores_gemma":[0.0005115437,0.00009149669,0.00040593892,0.0024133953,0.000002510429,0.0002628331,0.00021517217,0.95047957,0.020528706,0.0005515885,0.024355885,0.0001813805],"about_ca_topic_score_codex":0.0000029581079,"about_ca_topic_score_gemma":0.0000025255613,"teacher_disagreement_score":0.819818,"about_ca_system_score_codex":0.0006026883,"about_ca_system_score_gemma":0.000048942562,"threshold_uncertainty_score":0.34134588},"labels":[],"label_agreement":null},{"id":"W4387936506","doi":"10.23977/acss.2023.070815","title":"Research on the Application of Multi-Sensor Data Acquisition Technology in the Internet of Things (IoT) Field","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Middleware (distributed applications); Scalability; Adaptability; Data management; Parsing; Field (mathematics); Data collection; Internet of Things; The Internet; Real-time computing; Embedded system; Distributed computing; Database; World Wide Web","score_opus":0.06252051979818586,"score_gpt":0.3474002977430095,"score_spread":0.28487977794482366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387936506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68878585,0.007866956,0.29899624,0.0013414866,0.00078237755,0.0016859815,0.000025975363,0.0001365886,0.00037854986],"genre_scores_gemma":[0.9994717,0.00019382588,0.0001626059,0.000026755753,0.00006816509,0.000052834923,0.00000919827,0.0000073317933,0.000007547547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899876,0.00017021019,0.00033620954,0.00016747414,0.00017950957,0.00014784558],"domain_scores_gemma":[0.9984965,0.0009612234,0.000057038582,0.00043528157,0.000041339845,0.000008628363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017683633,0.000072865245,0.00017550138,0.00023749443,0.000024220813,0.000016538246,0.000494216,0.000076592885,7.1000403e-7],"category_scores_gemma":[0.000015228988,0.000045557063,0.000013456773,0.0006295244,0.000052510048,0.00009561071,0.00009169004,0.00020459582,0.000004856916],"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":[0.00015658258,0.00025403727,0.023494042,0.004002519,0.00010796028,0.00003965523,0.0124914935,0.5631083,0.019955108,0.03824798,0.0041723335,0.33396995],"study_design_scores_gemma":[0.00017450805,0.00009071202,0.0005917903,0.00039972508,0.0000011916493,0.0000031531415,0.0009148714,0.99472326,0.0013196645,0.00030434155,0.0014238618,0.00005292871],"about_ca_topic_score_codex":0.00016458999,"about_ca_topic_score_gemma":0.000028660548,"teacher_disagreement_score":0.4316149,"about_ca_system_score_codex":0.000012201528,"about_ca_system_score_gemma":0.0000045138218,"threshold_uncertainty_score":0.18577631},"labels":[],"label_agreement":null},{"id":"W4390343589","doi":"10.4038/mljsl.v11i2.7488","title":"Identification of the Vehicle of a Hit-and-Run Accident Based on Patterned Evidence","year":2023,"lang":"en","type":"article","venue":"Medico-Legal Journal of Sri Lanka","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Trailer; Crash; Grease; Tractor; Forensic engineering; Rollover (web design); Aeronautics; Computer security; Engineering; Automotive engineering; Computer science","score_opus":0.013465924645636727,"score_gpt":0.24064292600055992,"score_spread":0.2271770013549232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390343589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966775,0.00043533804,0.00045877098,0.0010872192,0.0010868991,0.00012720899,0.0000067727497,0.000028687737,0.000091581096],"genre_scores_gemma":[0.9995789,0.00007856038,0.000013656007,0.00006190528,0.00021115933,0.0000031833804,0.0000010000305,0.0000140862185,0.00003756405],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9982657,0.0000933384,0.00074253517,0.00008950619,0.00064949936,0.00015941683],"domain_scores_gemma":[0.99891007,0.00026863228,0.00035715278,0.00024751577,0.000142465,0.000074178526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012017931,0.000111919784,0.0002781654,0.00017798577,0.00003503285,0.000019128298,0.00032064502,0.000068350455,0.000022927892],"category_scores_gemma":[0.0002039135,0.00007698915,0.00013109359,0.00035067627,0.000056583754,0.0001543803,0.000025589909,0.00024315869,0.000011207591],"study_design_candidate":"bench_or_experimental","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":[0.0005620636,0.0002389885,0.11439148,0.0017200441,0.00032635068,0.00015631356,0.008475175,0.11677221,0.7295178,0.00016191622,0.00603306,0.021644581],"study_design_scores_gemma":[0.0027441715,0.000615719,0.40511212,0.0048592524,0.00017853202,0.000073808595,0.0013823981,0.23018165,0.352494,0.000065657245,0.0019495484,0.00034311705],"about_ca_topic_score_codex":0.000032176908,"about_ca_topic_score_gemma":0.000009437867,"teacher_disagreement_score":0.3770238,"about_ca_system_score_codex":0.00005080122,"about_ca_system_score_gemma":0.00006420446,"threshold_uncertainty_score":0.31395262},"labels":[],"label_agreement":null},{"id":"W4390459665","doi":"10.53555/jaz.v45i1.3123","title":"Quality Improvement In Vehicle Service Process","year":2023,"lang":"en","type":"article","venue":"Journal Of Advanced Zoology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Customer Service Assurance; Customer advocacy; Business; Customer retention; Service quality; Service guarantee; Service (business); Service level objective; Customer satisfaction; Customer to customer; Marketing; Loyalty business model; Service delivery framework; Computer science; Service design","score_opus":0.01341423513191489,"score_gpt":0.2902276530739241,"score_spread":0.27681341794200925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390459665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974192,0.00016892489,0.00026722386,0.00062803505,0.00090196275,0.00009669971,0.0000026109694,0.000072313676,0.00044304592],"genre_scores_gemma":[0.99940586,0.000061862585,0.00012712335,0.00014850988,0.00016230354,0.0000073223578,0.00000183634,0.000019119017,0.00006606741],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.998852,0.000038426268,0.00059531454,0.000086562795,0.00015059985,0.0002770854],"domain_scores_gemma":[0.9994684,0.000086645254,0.00014026559,0.00011349519,0.00012848072,0.000062720035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005080183,0.00010268543,0.00029414464,0.00018793294,0.000020820711,0.0000061829905,0.00016706227,0.000079727455,0.000014180465],"category_scores_gemma":[0.0000389279,0.00009481372,0.000052574793,0.0005275193,0.00001235056,0.0001839186,0.000016192602,0.00026820262,0.00004628075],"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":[0.00029700185,0.00007444604,0.014987719,0.0007065489,0.000078106495,0.00018570226,0.001689923,0.6640326,0.22953428,0.00013933037,0.0003412771,0.08793311],"study_design_scores_gemma":[0.019227615,0.002199394,0.6998913,0.0007927421,0.00006101282,0.00030703825,0.011562524,0.10663276,0.12180867,0.014637402,0.021093007,0.0017865045],"about_ca_topic_score_codex":0.000012230188,"about_ca_topic_score_gemma":0.00012764065,"teacher_disagreement_score":0.6849036,"about_ca_system_score_codex":0.00008946296,"about_ca_system_score_gemma":0.00003638618,"threshold_uncertainty_score":0.38663912},"labels":[],"label_agreement":null},{"id":"W4399986240","doi":"10.36548/jismac.2024.2.009","title":"Smart IoT based Accident Monitoring and Rescue System","year":2024,"lang":"en","type":"article","venue":"Journal of ISMAC","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Internet of Things; Computer science; Accident (philosophy); Computer security; Aeronautics; Embedded system; Engineering","score_opus":0.008162575750769884,"score_gpt":0.22244094856685012,"score_spread":0.21427837281608023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399986240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9788083,0.010625059,0.0029546176,0.00023200565,0.0063482686,0.00008739449,0.0000027194174,0.00017407433,0.0007675612],"genre_scores_gemma":[0.998049,0.00005683298,0.00034962804,0.000006148966,0.0014103788,0.0000018038554,2.5254042e-7,0.000032165804,0.00009378351],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999101,0.000030777992,0.00040270566,0.000077635515,0.00022181083,0.00016610257],"domain_scores_gemma":[0.9996316,0.00007161151,0.000032102234,0.00009893193,0.000054774267,0.00011099984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004813504,0.00011792902,0.0002138375,0.00018714761,0.0000381787,0.000108340275,0.0000972491,0.00006965737,0.000006947578],"category_scores_gemma":[0.000011081798,0.00009723322,0.00010134493,0.00013364403,0.000009068456,0.00011123464,0.000010947803,0.00027845163,0.00002064135],"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":[0.00049540633,0.00013072942,0.09107194,0.019632269,0.0024324253,0.009252321,0.0058585615,0.40355504,0.2437507,0.0017846295,0.032825083,0.1892109],"study_design_scores_gemma":[0.0027640467,0.0005425847,0.04881176,0.01573394,0.00039214818,0.0024400218,0.0022480695,0.71604913,0.1268698,0.00005294712,0.08299337,0.001102207],"about_ca_topic_score_codex":0.000016239801,"about_ca_topic_score_gemma":0.0000028980612,"teacher_disagreement_score":0.31249407,"about_ca_system_score_codex":0.0001584077,"about_ca_system_score_gemma":0.00003973801,"threshold_uncertainty_score":0.39650556},"labels":[],"label_agreement":null},{"id":"W4400042718","doi":"10.18280/ts.410326","title":"Vehicle Type and Speed Detection on Android Devices Using YOLO V5 and MobileNet","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Android (operating system); Computer science; Android application; Automotive engineering; Operating system; Engineering","score_opus":0.01460059567432231,"score_gpt":0.223711306431683,"score_spread":0.20911071075736068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400042718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99643505,0.0016314491,0.00078910985,0.000027463282,0.00038520864,0.00018066567,0.000008078715,0.00020532856,0.00033764355],"genre_scores_gemma":[0.9995303,0.00004962709,0.000041767205,0.00003286195,0.0002808893,0.000003649083,0.0000046109517,0.000026837119,0.000029430597],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993497,0.00002142389,0.00016120792,0.00017959968,0.00011690664,0.00017112304],"domain_scores_gemma":[0.9998038,0.000042924934,0.000012703816,0.000060788792,0.000018295246,0.000061492494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015492356,0.00013662875,0.00012011061,0.00009181487,0.000067880166,0.00009617372,0.000033242795,0.000059945873,0.00004660564],"category_scores_gemma":[0.0000019754243,0.00012704569,0.000020184372,0.00015787524,0.000022021939,0.00012564621,0.000010475393,0.00010397263,0.000018434072],"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":[0.00019394471,0.000051995663,0.0038742344,0.0013037458,0.0002710854,0.00007077766,0.0014578687,0.03510134,0.7292474,0.00020227442,0.00037446662,0.22785085],"study_design_scores_gemma":[0.00058740866,0.00037583936,0.01079569,0.00025540308,0.00006023689,0.000038061593,0.0001452711,0.9389081,0.041769683,0.000045072848,0.0067122392,0.00030699215],"about_ca_topic_score_codex":0.000032808955,"about_ca_topic_score_gemma":0.000025307447,"teacher_disagreement_score":0.90380675,"about_ca_system_score_codex":0.00004659559,"about_ca_system_score_gemma":0.000009567435,"threshold_uncertainty_score":0.51807725},"labels":[],"label_agreement":null},{"id":"W4401634092","doi":"10.1109/jsen.2024.3441748","title":"Automatic Event Detection Using Wearable Technology During Short-Track Speed Skating Races","year":2024,"lang":"en","type":"article","venue":"IEEE Sensors Journal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; École de Technologie Supérieure","funders":"","keywords":"Track (disk drive); Wearable computer; Computer science; Speed skating; Event (particle physics); Wearable technology; Real-time computing; Embedded system; Simulation; Physics","score_opus":0.011585395725774593,"score_gpt":0.24922146224020056,"score_spread":0.23763606651442595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401634092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890624,0.0020743606,0.0037713335,0.000056048506,0.0038110972,0.00013631598,0.0000015313285,0.0008880881,0.0001987901],"genre_scores_gemma":[0.99805856,0.00009536536,0.0005101683,0.0000028386057,0.0010890878,0.0000016674991,1.9948104e-7,0.0000751975,0.00016691252],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984722,0.000054925345,0.00054745824,0.00018539028,0.00025860325,0.0004814198],"domain_scores_gemma":[0.9995882,0.000047450478,0.000054804364,0.00015091157,0.000055378245,0.000103237195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004220269,0.00022237204,0.00025744,0.000559122,0.00029885347,0.000220508,0.00012309501,0.0001889846,0.00005900231],"category_scores_gemma":[0.000024669223,0.00021520953,0.00013943297,0.00054934924,0.000031281645,0.00031309453,0.000011452783,0.0007975122,0.000092524046],"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":[0.0000053084186,0.000007800526,0.00024727217,0.00032288593,0.000116312556,0.0002827098,0.00033977663,0.3748656,0.5934402,0.0000012741693,0.000026414677,0.030344456],"study_design_scores_gemma":[0.00014128735,0.00002524234,0.00029588738,0.0009288214,0.00003849936,0.00311226,0.0003488697,0.7592762,0.23541915,0.000044319204,0.00015988378,0.00020957956],"about_ca_topic_score_codex":0.000010846421,"about_ca_topic_score_gemma":0.000011289322,"teacher_disagreement_score":0.38441062,"about_ca_system_score_codex":0.00035871306,"about_ca_system_score_gemma":0.00003654146,"threshold_uncertainty_score":0.87759894},"labels":[],"label_agreement":null},{"id":"W4403024206","doi":"10.1109/iccims61672.2024.10690685","title":"Drone Assist Indoor Locating System for Trapped Victim Using Smartphone Application in a 3D Space","year":2024,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Drone; Computer science; Space (punctuation); Embedded system; Computer security; Human–computer interaction; Operating system","score_opus":0.010176611700368668,"score_gpt":0.23206827438865932,"score_spread":0.22189166268829064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403024206","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":[0.23529771,0.0006765582,0.7590111,0.00009815895,0.00074418087,0.0008792764,0.000011712198,0.0009898293,0.0022915003],"genre_scores_gemma":[0.99503636,0.0000022238946,0.004176771,0.000008564708,0.00032450925,0.00021490177,0.000020131178,0.00006873571,0.000147802],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892104,0.000021013188,0.00038062455,0.0002533777,0.00011986454,0.00030405627],"domain_scores_gemma":[0.9995944,0.00010171989,0.00002774999,0.00019090688,0.000029786092,0.00005545025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038777405,0.00017573491,0.00023804427,0.00018376358,0.00006024568,0.00007947957,0.00008738347,0.00012352111,0.0000048393445],"category_scores_gemma":[0.000007009931,0.00017498837,0.00006530195,0.0005147223,0.000011823401,0.00013665017,0.000011168989,0.00013874742,0.000049725713],"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":[0.00016949371,0.00015065722,0.010038245,0.027842581,0.00047124556,0.000052629563,0.0057153534,0.2828852,0.5046674,0.0085163545,0.0012977209,0.15819316],"study_design_scores_gemma":[0.00041507016,0.000015781041,0.00031743865,0.00046971446,0.000020056586,0.0000141683495,0.00066663435,0.9862877,0.009930001,0.000009599697,0.0016395076,0.00021433193],"about_ca_topic_score_codex":0.00037904733,"about_ca_topic_score_gemma":0.00025403243,"teacher_disagreement_score":0.7597386,"about_ca_system_score_codex":0.0004053156,"about_ca_system_score_gemma":0.000041840998,"threshold_uncertainty_score":0.7135818},"labels":[],"label_agreement":null},{"id":"W4406002965","doi":"10.26434/chemrxiv-2025-5ff89","title":"Performance of survey solutions under single-blind controlled testing protocol.","year":2025,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Department of Energy","keywords":"Protocol (science); Computer science; Medicine","score_opus":0.09836142443817361,"score_gpt":0.2802633653268491,"score_spread":0.18190194088867548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406002965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74484557,0.00046496114,0.0058268164,0.00012615524,0.0037729365,0.15608187,0.00013199796,0.0016779868,0.08707173],"genre_scores_gemma":[0.96684474,0.0000030701096,0.0004020715,0.000009640738,0.00022478323,0.03161949,0.000060692022,0.000043422115,0.00079206825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982183,0.0000860656,0.00077996205,0.00031444788,0.00020459662,0.00039662176],"domain_scores_gemma":[0.9983745,0.00042760096,0.00021613004,0.00056080206,0.0003524885,0.00006847443],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008941744,0.00035894394,0.0007934615,0.00018404775,0.00009033464,0.000039025297,0.00034494154,0.00040845785,0.000027081089],"category_scores_gemma":[0.00022187426,0.0003579557,0.00018411808,0.00036013834,0.000066739456,0.000054696648,0.00020088309,0.00058603904,0.000014965602],"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":[0.0016107296,0.00049451314,0.036422867,0.018320456,0.001214471,0.0000043140267,0.00028618547,0.89825636,0.033645745,0.00010495368,0.0036399406,0.0059994534],"study_design_scores_gemma":[0.013649093,0.00015868522,0.02976613,0.0041327104,0.00017496354,0.0000038504018,0.00003137198,0.91022676,0.0389592,0.00010844014,0.00153803,0.0012507698],"about_ca_topic_score_codex":0.00011896366,"about_ca_topic_score_gemma":0.00004602618,"teacher_disagreement_score":0.22199921,"about_ca_system_score_codex":0.000167913,"about_ca_system_score_gemma":0.00024430593,"threshold_uncertainty_score":0.9998872},"labels":[],"label_agreement":null},{"id":"W4410282424","doi":"10.1007/s11760-025-04210-8","title":"Real-time traffic signal adjustment using YOLOv8 for improved integration of emergency vehicles in smart traffic systems","year":2025,"lang":"en","type":"article","venue":"Signal Image and Video Processing","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Emergency vehicle; Computer science; Real-time computing; Traffic signal; SIGNAL (programming language)","score_opus":0.014430018796490555,"score_gpt":0.26363624875468356,"score_spread":0.249206229958193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410282424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9394364,0.00548651,0.053318057,0.000037552727,0.00038514865,0.00090326404,0.000026688269,0.00017661866,0.00022979594],"genre_scores_gemma":[0.998129,0.00012208398,0.0013383303,0.0000069177436,0.00014654658,0.00006820621,0.000027333746,0.000038110044,0.00012345544],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843514,0.0000644686,0.00074870954,0.00029035914,0.000113787995,0.00034751062],"domain_scores_gemma":[0.99946463,0.0000837697,0.00012902435,0.00010967957,0.0001555611,0.00005732189],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005264625,0.00025849487,0.00043260577,0.0002889724,0.00011316102,0.000068941335,0.00010805561,0.0001448402,0.000009959364],"category_scores_gemma":[0.000017516832,0.0002487707,0.00009193389,0.0004033072,0.00004176219,0.0003941717,0.000016123882,0.00014597236,0.000001207125],"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":[0.00010785146,0.000051994783,0.000037932063,0.0020140656,0.000039112078,0.0000017107211,0.00068534486,0.0365298,0.82914364,0.000010434653,0.00015317509,0.13122495],"study_design_scores_gemma":[0.0007943747,0.00008788317,0.00020074412,0.0012377682,0.00007116734,0.00000304235,0.0006248264,0.96611834,0.030529486,0.000031528765,0.00005835217,0.00024248651],"about_ca_topic_score_codex":0.00009478353,"about_ca_topic_score_gemma":0.000030241452,"teacher_disagreement_score":0.92958856,"about_ca_system_score_codex":0.00011033879,"about_ca_system_score_gemma":0.00010487255,"threshold_uncertainty_score":0.9999965},"labels":[],"label_agreement":null},{"id":"W4411556804","doi":"10.62647/ijitce2025v13i2spp574-584","title":"Real Time Powerlifting Form Assessment using Yolov5 and Mediapipe","year":2025,"lang":"en","type":"article","venue":"International jounal of information technology and computer engineering.","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science","score_opus":0.00209466153075386,"score_gpt":0.20690717296544428,"score_spread":0.20481251143469043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411556804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5517094,0.000085578846,0.444436,0.00026229132,0.0009069864,0.00011160023,0.00001180474,0.00033699215,0.0021393138],"genre_scores_gemma":[0.9786152,0.000049527345,0.021213334,0.000030076802,0.0000500584,0.0000050426465,0.000016418013,0.0000057152197,0.000014611328],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939764,0.0000026856767,0.00033617625,0.00005955628,0.00009752536,0.00010643061],"domain_scores_gemma":[0.99973047,0.000037336235,0.000056812736,0.00006971039,0.00008402817,0.00002162339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001098257,0.00010471288,0.00014371371,0.0006781666,0.000027722284,0.000030296122,0.00012145777,0.0001213568,0.0000058743803],"category_scores_gemma":[0.000007145965,0.00010835369,0.000022715005,0.0001632036,0.000031915562,0.00037566366,0.000067323585,0.00013797336,0.0000030947263],"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":[0.00008034068,0.00007018588,0.017584275,0.001277681,0.0015257954,0.00001441313,0.0014522619,0.22072081,0.031396948,0.41575164,0.0012338704,0.30889177],"study_design_scores_gemma":[0.00036175037,0.000026900405,0.005482712,0.00011873469,0.000008739205,0.000034163735,0.00002682609,0.9893468,0.0012050068,0.00035973938,0.002925151,0.00010348654],"about_ca_topic_score_codex":0.00000569638,"about_ca_topic_score_gemma":2.9201655e-7,"teacher_disagreement_score":0.768626,"about_ca_system_score_codex":0.000060351707,"about_ca_system_score_gemma":0.000018201734,"threshold_uncertainty_score":0.44185355},"labels":[],"label_agreement":null},{"id":"W4411991264","doi":"10.18280/ijsse.150520","title":"YOLO-Based Helmet Detection and Intelligent Parking System: A Case Study at Diponegoro University","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Engineering; Transport engineering; Computer science; Aeronautics","score_opus":0.004358002259627603,"score_gpt":0.19721160847333372,"score_spread":0.19285360621370612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411991264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9247203,0.000762912,0.07262599,0.000063561914,0.0014656637,0.0001399928,0.000011903894,0.00007675189,0.00013291612],"genre_scores_gemma":[0.9996297,0.0001230129,0.00008527646,0.000008519684,0.00012483547,7.576265e-7,0.000001310738,0.000011309074,0.00001530795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914706,0.000039734914,0.00037762002,0.00011806388,0.00018651619,0.00013103285],"domain_scores_gemma":[0.99947923,0.00014291101,0.00007989379,0.00007342998,0.00014247072,0.00008205472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040875957,0.00014731952,0.00023207943,0.00036596783,0.000093548944,0.000042006475,0.00011935574,0.00007188057,0.000003106647],"category_scores_gemma":[0.000025363934,0.00015539408,0.000068277346,0.00014078933,0.000018489887,0.00016345347,0.000057174773,0.00024034381,6.1910146e-7],"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":[0.0030473408,0.00044141346,0.023286933,0.0025618565,0.004452586,0.023894405,0.013466045,0.842131,0.0125414245,0.0024076127,0.0000824558,0.071686886],"study_design_scores_gemma":[0.0029056228,0.00019701217,0.0038787841,0.0008058825,0.00017728019,0.0049038674,0.006603726,0.9665623,0.0032714678,0.000013206452,0.010314149,0.00036671408],"about_ca_topic_score_codex":0.00010536734,"about_ca_topic_score_gemma":0.00015399336,"teacher_disagreement_score":0.124431245,"about_ca_system_score_codex":0.0004172264,"about_ca_system_score_gemma":0.00001919728,"threshold_uncertainty_score":0.6336787},"labels":[],"label_agreement":null},{"id":"W4413127800","doi":"10.18280/ts.420436","title":"Machine Learning-Based Detection of Fetal Respiratory Patterns: A CNN-LSTM Approach for Enhanced Perinatal Monitoring","year":2025,"lang":"en","type":"article","venue":"Traitement du signal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Computer science; Artificial intelligence; Respiratory system; Fetal monitoring; Fetus; Pattern recognition (psychology); Machine learning; Medicine; Internal medicine; Pregnancy; Biology","score_opus":0.011910151932701911,"score_gpt":0.22657161315750432,"score_spread":0.2146614612248024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413127800","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":[0.42791024,0.00040322213,0.5703067,0.0000059627914,0.00033765266,0.00048321637,0.000027394299,0.0001923876,0.00033318176],"genre_scores_gemma":[0.998899,0.000004113168,0.00042922798,0.000014021973,0.0002515586,0.00026062454,0.00003109168,0.000036197885,0.00007418218],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99880725,0.00005251885,0.00042169724,0.00023515656,0.00020027114,0.000283123],"domain_scores_gemma":[0.9995992,0.00007225365,0.000072212155,0.00013677396,0.00007067364,0.000048843325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032939526,0.00021621844,0.00026559795,0.00019400453,0.00011246682,0.00002473959,0.00013852253,0.00010135327,0.000022718545],"category_scores_gemma":[0.000012752112,0.0002279023,0.00015447158,0.00018253246,0.000024841846,0.00009279068,0.0000152526845,0.00019732669,0.0000020596244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039071674,0.00012753023,0.0057510035,0.0021458114,0.00019774448,0.0000024136448,0.00030417295,0.2644397,0.66915363,0.00003130263,0.000014174422,0.057441782],"study_design_scores_gemma":[0.0018441131,0.00027145352,0.0031769385,0.00013969674,0.000036271875,4.5242922e-7,0.00011930302,0.41558114,0.57731545,0.0000035103972,0.0013069246,0.00020473769],"about_ca_topic_score_codex":0.00003059925,"about_ca_topic_score_gemma":0.0000069785356,"teacher_disagreement_score":0.5709887,"about_ca_system_score_codex":0.00012515063,"about_ca_system_score_gemma":0.00002998278,"threshold_uncertainty_score":0.9293586},"labels":[],"label_agreement":null},{"id":"W4413380228","doi":"10.36948/ijfmr.2025.v07i04.53542","title":"AI-Powered Woman Safety Application with Real-Time Audio-Based Trigger and Emergency Alert System","year":2025,"lang":"en","type":"article","venue":"International Journal For Multidisciplinary Research","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Audio visual; Medical emergency; Embedded system; Real-time computing; Computer security; Multimedia; Medicine","score_opus":0.018339519242509577,"score_gpt":0.3600718383700647,"score_spread":0.3417323191275551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413380228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64200264,0.0022303194,0.2767252,0.029366978,0.008090363,0.0064485846,0.0006254262,0.0011756825,0.033334814],"genre_scores_gemma":[0.99470687,0.00021490801,0.0007211827,0.0000133237845,0.00057108374,0.00023407546,0.000096619726,0.000056312765,0.0033856367],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99775594,0.00012711759,0.0005997945,0.0003130713,0.0007519937,0.0004520895],"domain_scores_gemma":[0.99815965,0.00026829392,0.00008315926,0.00025036602,0.0010681477,0.00017038897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001549036,0.00021212029,0.00026558377,0.0006632332,0.0005346787,0.00012403048,0.0005007754,0.00013061323,0.000038387094],"category_scores_gemma":[0.000034558667,0.00017794629,0.00011844062,0.00039105894,0.00008433198,0.00024548572,0.00008946127,0.00048428497,0.00003698732],"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":[0.039673615,0.0020401515,0.09740444,0.0073989024,0.007452098,0.0009739527,0.0050833607,0.16210341,0.31623843,0.029616518,0.20706248,0.124952644],"study_design_scores_gemma":[0.0054960777,0.00043555527,0.023015892,0.001146447,0.000048188675,0.00017461984,0.0007446208,0.9382003,0.0030526866,0.0006804277,0.026493834,0.0005113686],"about_ca_topic_score_codex":0.000048085712,"about_ca_topic_score_gemma":0.000036905472,"teacher_disagreement_score":0.7760969,"about_ca_system_score_codex":0.00066244934,"about_ca_system_score_gemma":0.00018587122,"threshold_uncertainty_score":0.72564393},"labels":[],"label_agreement":null},{"id":"W4414464276","doi":"10.1109/acdsa65407.2025.11166298","title":"Optimizing Medical Response Time through Deep Learning Based Accident Detection","year":2025,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Accident (philosophy); Deep learning; Intervention (counseling); Law enforcement; Accident investigation; Emergency response; Response time","score_opus":0.004496256905174264,"score_gpt":0.22498461033505796,"score_spread":0.22048835342988368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414464276","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":[0.11374581,0.0004172872,0.8638584,0.00068315846,0.0009132905,0.00023032774,3.3946355e-7,0.0015679068,0.018583478],"genre_scores_gemma":[0.9960365,0.000012301836,0.0011761395,0.00019690723,0.00010157287,0.000022477245,0.000004090827,0.000028003175,0.0024219844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883366,0.00016407968,0.00028819623,0.00017932996,0.00025778054,0.0002769325],"domain_scores_gemma":[0.99932784,0.00036316062,0.000021187005,0.00017935254,0.000036783767,0.000071703944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007410177,0.00015195795,0.00018471685,0.00012917636,0.00013453478,0.000043846736,0.00014268958,0.0001902069,0.0006201446],"category_scores_gemma":[0.00021852244,0.00014748266,0.000086234955,0.00033186487,0.00001995396,0.00013063954,0.000028546521,0.00033456326,0.00029577507],"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":[0.00090362044,0.000049430637,0.00083936355,0.00018969369,0.00017099976,0.00007544924,0.0008217847,0.8693391,0.049194425,0.00011653767,0.001664367,0.07663522],"study_design_scores_gemma":[0.0006409415,0.00004234696,0.00071034284,0.00011434465,0.000014215642,0.0000047632852,0.00012850494,0.9372223,0.041398305,0.000014796795,0.019532,0.00017711334],"about_ca_topic_score_codex":0.00003623333,"about_ca_topic_score_gemma":0.000049412913,"teacher_disagreement_score":0.8822907,"about_ca_system_score_codex":0.00015343787,"about_ca_system_score_gemma":0.000049589788,"threshold_uncertainty_score":0.67901486},"labels":[],"label_agreement":null},{"id":"W4415360172","doi":"10.59934/jaiea.v5i1.1539","title":"Design of an IoT-Based Road Condition Monitoring System Using NodeMCU, Ultrasonic Sensor, and Vibration Sensor","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Road surface; Vibration; Ultrasonic sensor; Condition monitoring; Track (disk drive); Elevation (ballistics)","score_opus":0.03132836740391224,"score_gpt":0.28022063753879234,"score_spread":0.2488922701348801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415360172","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":[0.2959516,0.0015781258,0.70125383,0.000050332637,0.00059828575,0.00048257454,0.000017409435,0.00005874737,0.000009110149],"genre_scores_gemma":[0.9702162,0.00025123137,0.028849905,0.0000057426246,0.000586534,0.00002638632,0.0000055760966,0.000052210762,0.0000062275108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971371,0.00011354532,0.0017100439,0.0003359299,0.0003142619,0.00038907691],"domain_scores_gemma":[0.9980934,0.00036278053,0.0005355974,0.00033930584,0.00045960606,0.00020929959],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009804227,0.0004035407,0.00067531475,0.000765914,0.00027427982,0.00019079878,0.00021018641,0.0003261655,0.0000044991302],"category_scores_gemma":[0.000062651576,0.00045458716,0.00013496228,0.0008290007,0.00010479272,0.00037893705,0.000021153353,0.0004846676,0.0000035457276],"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":[0.000068718036,0.00006333113,0.00008702978,0.00089622574,0.00011668559,0.000004916117,0.00025843788,0.6837135,0.2946805,0.00073328696,0.0000010091956,0.019376341],"study_design_scores_gemma":[0.00012526405,0.00015117883,0.00031377212,0.0013576951,0.000239338,0.00006486382,0.0015370895,0.7743283,0.22151144,0.00005514901,0.000043690605,0.00027224162],"about_ca_topic_score_codex":0.00006521411,"about_ca_topic_score_gemma":0.000001422921,"teacher_disagreement_score":0.6742646,"about_ca_system_score_codex":0.00029206244,"about_ca_system_score_gemma":0.00017997995,"threshold_uncertainty_score":0.9997906},"labels":[],"label_agreement":null},{"id":"W4417509101","doi":"10.1109/icsit65336.2025.11294664","title":"Automated Train Control Using Machine Vision for Red Flag Detection in Railway Safety","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Flag (linear algebra); Scope (computer science); Hazard; Control (management); Work (physics); System safety; Machine vision; Damages","score_opus":0.006980377613251591,"score_gpt":0.25763193776203924,"score_spread":0.25065156014878764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417509101","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":[0.07871619,0.0014529834,0.90384436,0.0010831722,0.004937404,0.0045401123,0.000159459,0.0017659607,0.0035003866],"genre_scores_gemma":[0.9972152,0.000034321474,0.001300296,0.00012351523,0.00022252227,0.000067945926,0.000037646496,0.000087452,0.0009110914],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99636626,0.00027987015,0.001565791,0.0006170931,0.00022692906,0.00094404456],"domain_scores_gemma":[0.9986596,0.00046861466,0.0001498865,0.00044104736,0.00014136508,0.00013949319],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017757795,0.0005577207,0.0009054673,0.00074548356,0.0003121864,0.000111967085,0.000220922,0.0006199514,0.00009324491],"category_scores_gemma":[0.00016020829,0.0005855509,0.00033567814,0.0011969989,0.000044889246,0.0003178535,0.000034204288,0.0004227315,0.000016261369],"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":[0.0031080074,0.00019123778,0.0004738558,0.0017257226,0.00037922052,0.000014707946,0.00040570155,0.2694043,0.6156301,0.0004186966,0.00034147428,0.10790701],"study_design_scores_gemma":[0.011686085,0.00019338902,0.0037930512,0.0007726742,0.00012123078,0.000006642264,0.00010921131,0.9550075,0.022820655,0.00008091567,0.0048802737,0.00052836677],"about_ca_topic_score_codex":0.0009206448,"about_ca_topic_score_gemma":0.0018446762,"teacher_disagreement_score":0.918499,"about_ca_system_score_codex":0.0010095043,"about_ca_system_score_gemma":0.00014791836,"threshold_uncertainty_score":0.9996596},"labels":[],"label_agreement":null},{"id":"W566338609","doi":"","title":"AFTER FOUR YEARS, OPINIONS ARE MIXED ON NAV CANADA-LED ATC","year":2001,"lang":"en","type":"article","venue":"Aviation International News","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.008685757634903183,"score_gpt":0.2074021941558023,"score_spread":0.19871643652089913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W566338609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95356566,0.0000986277,0.0042152517,0.006298086,0.012003155,0.00037241736,0.00027008797,0.00034381868,0.022832913],"genre_scores_gemma":[0.9957567,0.000020611238,0.000064362364,0.00050742034,0.00078212825,0.000046414414,0.00017348173,0.000024964877,0.0026239182],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991273,0.000020283165,0.00023736444,0.000140118,0.00031940528,0.00015552832],"domain_scores_gemma":[0.9996141,0.000049368697,0.000054576958,0.0001452673,0.000071290444,0.0000653756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005596686,0.00011698013,0.0001042662,0.0000902377,0.000032870677,0.00003576898,0.0001449953,0.000059470425,0.0003240416],"category_scores_gemma":[0.000025941898,0.00012721137,0.000053068463,0.00010710537,0.0000062112626,0.00011221537,0.000013092439,0.00011313556,0.00022832387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000339926,0.00015777125,0.32606643,0.000068930436,0.0005573174,0.00037226977,0.000665481,0.06067829,0.0008415945,0.0061496696,0.5678758,0.036226507],"study_design_scores_gemma":[0.0006741312,0.000017501168,0.46714607,0.0000774835,0.0000065412255,0.000014040073,0.00007192565,0.013514403,0.0002094025,0.00012580061,0.51790315,0.00023957097],"about_ca_topic_score_codex":0.01918096,"about_ca_topic_score_gemma":0.15918477,"teacher_disagreement_score":0.14107963,"about_ca_system_score_codex":0.00031110612,"about_ca_system_score_gemma":0.00004853341,"threshold_uncertainty_score":0.9873504},"labels":[],"label_agreement":null},{"id":"W569924031","doi":"","title":"Impact of Sampling Rate of GPS-Enabled Cell Phones on Mode Detection and GIS Map Matching Performance","year":2007,"lang":"en","type":"article","venue":"Transportation Research Board 86th Annual MeetingTransportation Research Board","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Map matching; Computer science; Phone; Real-time computing; Assisted GPS; Mobile phone tracking; Mobile phone; Data mining; GSM services; Base station; Telecommunications; Mobile station","score_opus":0.0332443609290552,"score_gpt":0.34662978612911094,"score_spread":0.31338542520005574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W569924031","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99124753,0.00019942237,0.00595305,0.000051824794,0.00019648734,0.0011738818,0.00028193495,0.00017830376,0.0007175747],"genre_scores_gemma":[0.99808306,0.0003836372,0.00090296986,0.0000053399094,0.00013745538,0.000078076635,0.0001442667,0.000113047325,0.00015212996],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9941777,0.00040889948,0.0014740758,0.0006201274,0.0019294532,0.0013897668],"domain_scores_gemma":[0.9957016,0.0011830849,0.0002258502,0.0004407193,0.0019952185,0.00045350354],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0071346844,0.00041198096,0.00063715514,0.0017403034,0.00044404212,0.000058920465,0.00036067193,0.0003402127,0.000062154766],"category_scores_gemma":[0.00008149318,0.00040579145,0.00024676492,0.0017119518,0.00040305033,0.00063881825,0.0000078726125,0.0014015082,0.000022523507],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060880017,0.00040620478,0.10486679,0.0066385213,0.00029069115,0.000055231234,0.023138888,0.28907228,0.5547198,0.00032527337,0.00024361473,0.014154707],"study_design_scores_gemma":[0.002107297,0.0015732652,0.79678977,0.0007388604,0.000034323624,4.986415e-7,0.0051662545,0.007643783,0.18489265,0.0002841057,0.0002805879,0.00048862124],"about_ca_topic_score_codex":0.00950523,"about_ca_topic_score_gemma":0.0048300456,"teacher_disagreement_score":0.69192296,"about_ca_system_score_codex":0.00023497826,"about_ca_system_score_gemma":0.00020625051,"threshold_uncertainty_score":0.99983937},"labels":[],"label_agreement":null},{"id":"W609209437","doi":"","title":"Are We There Yet? GPS a Tourism Hit","year":2007,"lang":"en","type":"article","venue":"GPS world","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Tourism; Canyon; Work (physics); Mobile device; Assisted GPS; Geography; Computer science; Telecommunications; Engineering; World Wide Web; Cartography; Archaeology","score_opus":0.015380753765656485,"score_gpt":0.22441925994483422,"score_spread":0.20903850617917774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W609209437","genre_codex":"other","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":[0.4631657,0.014059735,0.009062514,0.005084512,0.0091924565,0.0011259057,0.00006555844,0.0036958887,0.49454775],"genre_scores_gemma":[0.97985256,0.00003133127,0.0001450094,0.00016798757,0.0008938269,0.000009681259,0.00000563614,0.00006276687,0.018831197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988724,0.000017425096,0.00027541808,0.00017566985,0.00018835561,0.0004707618],"domain_scores_gemma":[0.999387,0.000078814046,0.00005874305,0.00032075244,0.0000282594,0.000126386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027316602,0.00019662471,0.00022020834,0.00015946502,0.00007123979,0.00003346979,0.00018305695,0.000093409704,0.00030806373],"category_scores_gemma":[0.000008876683,0.00018796024,0.00010012771,0.00038164697,0.000021306983,0.00008394863,0.000022947259,0.00027008532,0.00062387466],"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":[0.00013729896,0.00015530364,0.036739256,0.0008497944,0.00037092468,0.0013966046,0.0018888623,0.008394259,0.0058007687,0.0033452606,0.8000607,0.14086096],"study_design_scores_gemma":[0.000633912,0.000018460685,0.028359864,0.0002925682,0.000021144948,0.000014310973,0.00033016482,0.0021547857,0.0050628847,0.00041275995,0.9621976,0.0005015612],"about_ca_topic_score_codex":0.000044514014,"about_ca_topic_score_gemma":0.0012419734,"teacher_disagreement_score":0.51668686,"about_ca_system_score_codex":0.00009215778,"about_ca_system_score_gemma":0.000009704255,"threshold_uncertainty_score":0.8018855},"labels":[],"label_agreement":null},{"id":"W6888969651","doi":"10.25124/ijait.v8i2.7483","title":"Design and Implementation of Smart Shopping Cart Based On Web Application Technology","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Message queue; Web application; Microcomputer; Product (mathematics); Software; Queue","score_opus":0.09054993822808668,"score_gpt":0.48695344972001375,"score_spread":0.3964035114919271,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6888969651","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8254852,0.0064795455,0.16116324,0.00049258646,0.0006546199,0.0019329108,0.00003505782,0.00020775278,0.003549075],"genre_scores_gemma":[0.9987491,0.00056939304,0.00042383885,0.00006276213,0.00003268988,0.0001046786,0.000008254481,0.000026840433,0.000022480965],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986312,0.00009482856,0.00062279927,0.00022460139,0.0002230501,0.00020353861],"domain_scores_gemma":[0.999055,0.00019793995,0.00024311087,0.00030557968,0.00014122674,0.00005710251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008119406,0.00018709754,0.0004227518,0.0011245502,0.00010260579,0.00013911251,0.00062390766,0.00011709133,0.00020984863],"category_scores_gemma":[0.000028455897,0.00019210453,0.000057650017,0.0009795595,0.000052676205,0.00041012213,0.000104853476,0.00019510071,0.0000027549863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012372542,0.00006449654,0.29869303,0.00048250996,0.00016970205,0.0000035080416,0.00005731101,0.025995387,0.5804968,0.00043282384,0.0057085156,0.08777218],"study_design_scores_gemma":[0.0020086688,0.000047761776,0.24742861,0.0011347443,0.00014574028,0.000004530374,0.00034329036,0.13367951,0.6062518,0.0017895126,0.0066230465,0.00054284313],"about_ca_topic_score_codex":0.00014444128,"about_ca_topic_score_gemma":0.000044699744,"teacher_disagreement_score":0.17326386,"about_ca_system_score_codex":0.00009774856,"about_ca_system_score_gemma":0.000094155694,"threshold_uncertainty_score":0.78337955},"labels":[],"label_agreement":null},{"id":"W6890423975","doi":"10.34943/00e7ca84-5a74-4b1c-a38a-4cb331bfc0c2","title":"Port aux Basques Navigation System Deployed 2021-08-15","year":2021,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Port (circuit theory); Software deployment; Measure (data warehouse); Automatic Identification System; Global Positioning System; Underwater","score_opus":0.004696008037425785,"score_gpt":0.1840462119043102,"score_spread":0.1793502038668844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6890423975","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005962108,0.0067652445,0.0006514706,0.000080967686,0.008407045,0.00058667874,0.98239505,0.00042705596,0.00009026225],"genre_scores_gemma":[0.016810229,0.00061854476,0.000056657747,0.00021561369,0.003704226,0.000024671794,0.97816,0.00015604455,0.0002540047],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99687207,0.000109174754,0.00081868854,0.0005925054,0.0007545289,0.00085303857],"domain_scores_gemma":[0.99819434,0.00011267068,0.00021529057,0.0009342869,0.00020452464,0.00033887537],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040130183,0.00070906035,0.0008573844,0.000030166308,0.0003036038,0.00014655206,0.00049116905,0.0008759723,0.000053612523],"category_scores_gemma":[0.000008708516,0.0007864231,0.00043290402,0.000496239,0.000048387374,0.000114893686,0.000081525985,0.0012277914,0.000004832638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031701256,0.000008157254,0.000045484474,0.0011751408,0.00040267152,0.000263393,0.000025301311,0.04899336,0.0000011502423,0.0000041234466,0.94885755,0.0002204932],"study_design_scores_gemma":[0.00026584443,0.000011550479,0.000043699565,0.0010466771,0.00017866166,0.000055210072,0.0003468212,0.07946984,0.000009949653,5.361797e-7,0.9178208,0.0007504245],"about_ca_topic_score_codex":0.2797119,"about_ca_topic_score_gemma":0.3526034,"teacher_disagreement_score":0.072891496,"about_ca_system_score_codex":0.0018600827,"about_ca_system_score_gemma":0.0014838043,"threshold_uncertainty_score":0.9994587},"labels":[],"label_agreement":null},{"id":"W6968872354","doi":"10.5281/zenodo.5214016","title":"Trachelas minor O. Pickard-Cambridge 1872","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Minor (academic); Mediterranean climate; Period (music); Derogation","score_opus":0.02267231189243807,"score_gpt":0.20970161244223898,"score_spread":0.1870293005498009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968872354","genre_codex":"other","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":[0.17657311,0.001300929,0.012795679,0.0010574949,0.0010508188,0.00060822215,0.00040528327,0.005233704,0.8009748],"genre_scores_gemma":[0.99210477,0.00008944952,0.00018651478,0.00008820362,0.000383293,4.601422e-8,0.0010490085,0.0015775952,0.004521114],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99861246,0.00015866844,0.00025919577,0.00029670508,0.0002774107,0.00039558441],"domain_scores_gemma":[0.9990076,0.00001951417,0.000033470737,0.0004381847,0.00032706038,0.00017418273],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033014733,0.0001563077,0.00016632797,0.00012320901,0.0007925837,0.00043353558,0.00047609644,0.00008481426,0.005127408],"category_scores_gemma":[0.00015846067,0.00018024331,0.00007689343,0.00050624454,0.00005973078,0.00019174362,0.0002669039,0.00026533578,0.012811984],"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":[0.00004482575,0.00017280414,0.000024266461,0.00042711844,0.00017860695,0.00019976354,0.0013762737,0.0017309538,0.077584125,0.004935054,0.729422,0.18390422],"study_design_scores_gemma":[0.0004365212,0.000051149047,0.0011438074,0.000031934098,0.000012899237,0.00018637604,0.00018198206,0.003204262,0.006025344,0.000015578813,0.9884926,0.00021754528],"about_ca_topic_score_codex":0.000005226222,"about_ca_topic_score_gemma":4.9701396e-7,"teacher_disagreement_score":0.8155317,"about_ca_system_score_codex":0.00013251984,"about_ca_system_score_gemma":0.000004106832,"threshold_uncertainty_score":0.995782},"labels":[],"label_agreement":null},{"id":"W6992761258","doi":"","title":"Meredith To Report Fiscal 2022 First Quarter Results","year":2021,"lang":"en","type":"other","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Fiscal year; Government (linguistics); Debt","score_opus":0.00726787808149598,"score_gpt":0.21150743617341705,"score_spread":0.20423955809192107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6992761258","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":[0.000012524529,0.00049579504,0.0014733437,0.0007105055,0.0046040197,0.00030294308,0.00015335433,0.00081179553,0.9914357],"genre_scores_gemma":[0.0013258284,0.000030683354,0.00045179744,0.000088718756,0.0033025066,0.00004751901,0.0005450219,0.00049745064,0.99371046],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984812,0.000018419592,0.0004567331,0.00042188322,0.00028694628,0.00033482257],"domain_scores_gemma":[0.998984,0.000031043095,0.000060658927,0.0007394143,0.000022311446,0.00016256444],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016726495,0.00032097547,0.0004194569,0.00016926207,0.000030039017,0.000038182392,0.00017141005,0.00036611952,0.0042507094],"category_scores_gemma":[0.000025114108,0.00029575516,0.00013098553,0.0002164703,0.000010763189,0.000017263996,0.00003687667,0.00023720245,0.0006979673],"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":[0.000007688136,0.000009542764,0.000029149796,0.00018128648,0.00009382388,0.0005471703,0.0000636452,0.00019998997,0.000025531019,0.000009174178,0.99842566,0.00040732216],"study_design_scores_gemma":[0.00026679432,0.000024695602,0.00012117133,0.00034462224,0.000014330146,0.00008111261,0.00005096501,0.00060033164,0.00009371065,0.000001195218,0.9979954,0.00040570856],"about_ca_topic_score_codex":0.00052422925,"about_ca_topic_score_gemma":0.0032688954,"teacher_disagreement_score":0.0035527423,"about_ca_system_score_codex":0.00006988822,"about_ca_system_score_gemma":0.000026537911,"threshold_uncertainty_score":0.99994946},"labels":[],"label_agreement":null},{"id":"W7021070725","doi":"","title":"Norton 360 Support 18-88 879 0163 Norton 360 support phone number Norton 360 phone number","year":2016,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phone; Service (business); Phone call; Telephone number; Telephone line; The Internet","score_opus":0.010081245902064388,"score_gpt":0.24371752306045594,"score_spread":0.23363627715839155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7021070725","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":[0.0066918214,0.000014274815,0.0023186381,0.00015939871,0.0061806333,0.002855102,0.0006439309,0.0027242897,0.9784119],"genre_scores_gemma":[0.044490837,0.0006942875,0.0006419771,0.00021829917,0.0024727911,0.0008281708,0.0008897141,0.002314059,0.94744986],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872582,0.0006257418,0.0027512342,0.004795876,0.0018929834,0.0026759757],"domain_scores_gemma":[0.98849976,0.00041148867,0.0011714668,0.008330309,0.00036112493,0.0012258507],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0037872624,0.0025042407,0.0027415955,0.0006638937,0.00033078686,0.00031167292,0.0029602377,0.0025786622,0.92367345],"category_scores_gemma":[0.00036586367,0.0026430343,0.0012800616,0.00073532265,0.00047418676,0.0006517381,0.0016408234,0.0022245673,0.9651924],"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":[0.00026991847,0.00054291607,0.036555883,0.0016193647,0.0014932293,0.000522613,0.0008734555,0.00045983307,0.0029581604,0.00010647062,0.9406679,0.013930249],"study_design_scores_gemma":[0.0027213513,0.0000049088885,0.0033510374,0.0009438157,0.0003945886,0.0004118455,0.00007643326,0.000335781,0.009508252,0.00018118125,0.97899777,0.0030730297],"about_ca_topic_score_codex":0.0025073106,"about_ca_topic_score_gemma":0.0016365752,"teacher_disagreement_score":0.041518934,"about_ca_system_score_codex":0.0013303045,"about_ca_system_score_gemma":0.0006685322,"threshold_uncertainty_score":0.9987694},"labels":[],"label_agreement":null},{"id":"W7025291257","doi":"","title":"USA/CANADA GOOGLE 18885273401 Gmail tech support number phone USA","year":2016,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phone; Telephone number; Service (business); Mobile phone; Payment card","score_opus":0.006912560980685287,"score_gpt":0.21973074039496052,"score_spread":0.21281817941427522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7025291257","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":[0.0006980725,0.0000057142875,0.0013203447,0.00007649292,0.0030486982,0.0011405349,0.00027597448,0.00074960553,0.99268454],"genre_scores_gemma":[0.022338051,0.00020516373,0.0003810483,0.00011686494,0.00096556044,0.0003281633,0.00008630698,0.0010072325,0.9745716],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942586,0.00025870852,0.0010355768,0.0023139084,0.00091852824,0.001214688],"domain_scores_gemma":[0.9937694,0.00024833166,0.00037620412,0.0049752533,0.0001096056,0.00052119256],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017327,0.0010358095,0.0011487396,0.0002639707,0.00013246454,0.000110707464,0.0017920608,0.0010063751,0.9447631],"category_scores_gemma":[0.000245773,0.0010665761,0.00035682414,0.00029242245,0.00016935238,0.00017319743,0.0007607986,0.0009308273,0.9565694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033147382,0.000079495236,0.010308363,0.00055980205,0.00048518874,0.00013723108,0.00008248318,0.00029645162,0.0018310924,0.00017519567,0.9774343,0.008577255],"study_design_scores_gemma":[0.0008044725,7.028287e-7,0.0011821087,0.00044859957,0.00008383765,0.00009251014,0.000025098812,0.00014999585,0.0047859144,0.00010705078,0.991098,0.0012217279],"about_ca_topic_score_codex":0.11872488,"about_ca_topic_score_gemma":0.1997425,"teacher_disagreement_score":0.081017606,"about_ca_system_score_codex":0.0009972434,"about_ca_system_score_gemma":0.0007604914,"threshold_uncertainty_score":0.99917847},"labels":[],"label_agreement":null},{"id":"W7030344786","doi":"","title":"+1-800-750-6584 Norton 360 technical support phone number, Norton phone number","year":2016,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phone; Mobile phone; Service (business); Phone call; Telephone line","score_opus":0.008254083032767775,"score_gpt":0.24156704137532134,"score_spread":0.23331295834255356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7030344786","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":[0.0012929658,0.000010066031,0.0035013638,0.00012638034,0.0034773273,0.0018735424,0.00026491247,0.002932636,0.9865208],"genre_scores_gemma":[0.031214278,0.0005950327,0.0009665636,0.000091497204,0.001674656,0.0006248356,0.00025988632,0.0016448775,0.96292835],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918936,0.00040829185,0.0016611399,0.0033034198,0.001141989,0.001591555],"domain_scores_gemma":[0.99166274,0.00033385836,0.0005901475,0.0065267053,0.00017271569,0.0007138292],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0027015046,0.0015098592,0.0017745992,0.00038422117,0.0001770472,0.0001570108,0.0022486143,0.0021112207,0.87581444],"category_scores_gemma":[0.00036309744,0.0015449879,0.00079408666,0.0004796118,0.000355461,0.00028202363,0.0012384849,0.0016761051,0.973909],"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":[0.00012278206,0.00033798214,0.009123655,0.0008979034,0.00067129784,0.00020865716,0.00022733235,0.00025767516,0.004890647,0.00018084925,0.96892834,0.014152883],"study_design_scores_gemma":[0.0016101168,0.0000014196822,0.001340666,0.0008181586,0.00019141627,0.0003073088,0.000025066733,0.0002146658,0.005837096,0.00022027662,0.9875747,0.00185913],"about_ca_topic_score_codex":0.0009810193,"about_ca_topic_score_gemma":0.0007290202,"teacher_disagreement_score":0.09809457,"about_ca_system_score_codex":0.00087625475,"about_ca_system_score_gemma":0.00029127105,"threshold_uncertainty_score":0.99976504},"labels":[],"label_agreement":null},{"id":"W7035540360","doi":"","title":"Accounting for Racialized Immigrant Workers: Historiography of the Colour Coded System of Disability Exclusion","year":2023,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Historiography; Immigration; Indigenous; Colonialism; Population; Census; Corporate governance; Intersectionality","score_opus":0.006776564637665678,"score_gpt":0.15356705490732284,"score_spread":0.14679049026965715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7035540360","genre_codex":"other","genre_gemma":"empirical","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":[0.055154663,0.0010390421,0.0016116285,0.00014377458,0.0058678086,0.0050374744,0.015464555,0.007844037,0.90783703],"genre_scores_gemma":[0.71375227,0.00007489432,0.00019191476,0.000004568598,0.00027540562,8.90115e-7,0.0002907463,0.0006582108,0.28475112],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99848604,0.00008759044,0.0003331927,0.00041026733,0.00030684166,0.00037606736],"domain_scores_gemma":[0.9985169,0.00023672439,0.00046489027,0.00062054483,0.000042887787,0.000118032076],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007624221,0.00041420024,0.00077844993,0.00064920506,0.00019246184,0.00003842429,0.0010838462,0.0004994107,0.000037642898],"category_scores_gemma":[0.0000121470075,0.0004269681,0.00085190305,0.0021659667,0.00039354927,0.00058686885,0.00033934633,0.00024353023,0.000012143244],"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":[0.0034833816,0.0005896487,0.20560835,0.014642605,0.0034547232,0.00015233416,0.0018950516,0.0023010338,0.00025168396,0.012760007,0.75124013,0.003621061],"study_design_scores_gemma":[0.0017337219,0.0000632871,0.0011686696,0.002128568,0.00026953797,0.0000013331116,0.006665113,0.0003720832,0.00011150529,0.000009626652,0.986901,0.00057556486],"about_ca_topic_score_codex":0.00047378306,"about_ca_topic_score_gemma":0.00027870203,"teacher_disagreement_score":0.6585976,"about_ca_system_score_codex":0.00037880393,"about_ca_system_score_gemma":0.0001290037,"threshold_uncertainty_score":0.9998182},"labels":[],"label_agreement":null},{"id":"W7036250167","doi":"","title":"Australia to halve international arrivals to fight Delta strain","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Strain (injury); Delta; Coronavirus disease 2019 (COVID-19)","score_opus":0.009391670958310479,"score_gpt":0.2076983378417463,"score_spread":0.19830666688343582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036250167","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":[0.00005859225,0.000103474194,0.000015848505,0.00038902927,0.001583263,0.0004941876,0.00087307027,0.0002509674,0.99623156],"genre_scores_gemma":[0.0011953441,0.000030372508,0.0019853332,0.00039714636,0.00058094464,0.0000314663,0.00069485436,0.00015187963,0.99493265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99831915,0.00003420248,0.000663593,0.0002058523,0.0004371332,0.0003400771],"domain_scores_gemma":[0.9990646,0.00004592644,0.00014633004,0.00036375565,0.00014392732,0.0002354239],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00016580983,0.00036579225,0.0004232018,0.0001521085,0.000028943678,0.00007661345,0.00042509486,0.00036470572,0.42946252],"category_scores_gemma":[0.00006867925,0.00040137055,0.00016999031,0.000017239687,0.000022175076,2.2314534e-7,0.00007295776,0.00023299656,0.015275786],"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":[0.00002057121,0.000013543892,0.0000017556168,0.00043348275,0.00013251239,0.000027479691,0.00017648168,0.01143959,0.000009169179,0.00001931648,0.9859814,0.001744663],"study_design_scores_gemma":[0.00026805306,0.000053749412,0.000017735361,0.0006088484,0.000021012991,0.000034008208,0.0000672117,0.00012813936,0.00007380141,0.0000016896195,0.99830616,0.00041962112],"about_ca_topic_score_codex":0.0019625193,"about_ca_topic_score_gemma":0.0020740344,"teacher_disagreement_score":0.41418675,"about_ca_system_score_codex":0.000104663646,"about_ca_system_score_gemma":0.000020506186,"threshold_uncertainty_score":0.99984384},"labels":[],"label_agreement":null},{"id":"W7036341434","doi":"","title":"(Archived) S1: The Secret Life of New Brunswick (Translated)","year":2018,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Reputation; Key (lock)","score_opus":0.005761993035070248,"score_gpt":0.17277725859653145,"score_spread":0.1670152655614612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036341434","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":[0.000082827806,0.000925627,0.000009701988,0.00013374568,0.00064211595,0.00048441376,0.000082411374,0.0002969352,0.9973422],"genre_scores_gemma":[0.0012987173,0.00031397564,0.0003324854,0.00009992302,0.00058389874,0.000003997413,0.0001485005,0.00018692807,0.99703157],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983292,0.00005592504,0.0007873106,0.00013797387,0.00037268762,0.00031688946],"domain_scores_gemma":[0.998829,0.00009950768,0.00034749403,0.00048775724,0.00008156958,0.00015466545],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00018650555,0.00036654554,0.00049502874,0.00008194401,0.000044581793,0.00002631394,0.0004674209,0.0004073802,0.22980633],"category_scores_gemma":[0.000037519603,0.0003016137,0.00021407552,0.000011515052,0.00015586385,2.1858749e-7,0.000034156063,0.00027986328,0.016610237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049610248,0.000009702861,0.000004160804,0.0009797588,0.00016536919,0.0000028322866,0.00057737617,0.0017262663,0.0000012032026,0.000016715083,0.99489206,0.0015749722],"study_design_scores_gemma":[0.0005082408,0.0000931862,0.000013537156,0.00042936433,0.00006193809,0.000021297785,0.00006374006,0.0004130615,0.000038229315,0.000006069721,0.9980474,0.00030389917],"about_ca_topic_score_codex":0.011071227,"about_ca_topic_score_gemma":0.004654875,"teacher_disagreement_score":0.2131961,"about_ca_system_score_codex":0.000021754608,"about_ca_system_score_gemma":0.000114255716,"threshold_uncertainty_score":0.9999436},"labels":[],"label_agreement":null},{"id":"W7036382887","doi":"","title":"The Canadian Rockies and the triangle tour of British Columbia girding the heart of Canada's wonderland.","year":2014,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Population; Table (database)","score_opus":0.002447844865558993,"score_gpt":0.12933302664395957,"score_spread":0.12688518177840058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036382887","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82520515,0.0005157354,0.00013019478,0.13061255,0.00077194045,0.0009462327,0.00023980906,0.00017008997,0.04140831],"genre_scores_gemma":[0.9740263,0.0000502637,0.000022603857,0.00010696257,0.0000556842,6.345641e-7,0.0000034024786,0.000016284324,0.025717864],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918216,0.00016093797,0.00012997072,0.0001042315,0.00015638885,0.0002662945],"domain_scores_gemma":[0.9991442,0.0004036419,0.00005665947,0.00024949154,0.00003202494,0.00011401314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018848205,0.00008496312,0.0002259549,0.0000332738,0.0005189053,0.00010535108,0.00030617428,0.00006385279,0.00002571662],"category_scores_gemma":[0.000029967605,0.00007678831,0.000068583504,0.00022132092,0.00018888539,0.00017947944,0.000044756984,0.00016226554,5.8939804e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004085033,0.0000036099966,0.019585175,0.00007098599,0.00009889842,0.000010299891,0.0004513859,0.00071064266,0.0000045967945,0.0011308128,0.97709095,0.0008017886],"study_design_scores_gemma":[0.001625351,0.000043350406,0.08328864,0.00012855997,0.0000521153,0.0000032447738,0.0040758573,0.0013374995,0.00026967967,0.00021433573,0.9087024,0.00025901338],"about_ca_topic_score_codex":0.9952773,"about_ca_topic_score_gemma":0.9979173,"teacher_disagreement_score":0.14882116,"about_ca_system_score_codex":0.00006999163,"about_ca_system_score_gemma":0.00034918814,"threshold_uncertainty_score":0.39910522},"labels":[],"label_agreement":null},{"id":"W7038280188","doi":"","title":"CSLA 2014","year":2014,"lang":"en","type":"other","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Front (military); Shalom; Quarter (Canadian coin); Period (music)","score_opus":0.002842777980130423,"score_gpt":0.17163601813186008,"score_spread":0.16879324015172967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7038280188","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":[0.0000010320192,0.0008730927,0.0077945394,0.000018096753,0.0016353028,0.000114176335,0.000008708665,0.0016337826,0.9879213],"genre_scores_gemma":[0.001395333,0.000081674225,0.00020908873,0.00005373066,0.00163358,0.000009399,0.000025604402,0.0006589735,0.99593264],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999477,0.000010770459,0.000118835225,0.000121021265,0.00008881614,0.00018352523],"domain_scores_gemma":[0.99962044,0.000011672746,0.000020673371,0.0002908713,0.0000049299524,0.000051397434],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000588232,0.00018876774,0.00022706085,0.00010696416,0.000008201469,0.0000128107495,0.00012408724,0.00027796204,0.012053665],"category_scores_gemma":[0.0000014900721,0.0001653849,0.000064278196,0.000036261277,0.000010617777,0.000008790571,0.000009039504,0.000116909076,0.014617223],"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":[3.0142834e-7,0.0000015109647,0.000010521056,0.00015637524,0.000032037042,0.0000013546498,0.0000043089085,0.00006540268,0.00002331344,0.00025990227,0.9962672,0.0031777676],"study_design_scores_gemma":[0.0001054851,0.0000059260196,0.000009018958,0.00007788984,0.000007543843,0.0000015912656,0.00000183518,0.0023786253,0.00005003623,0.000006795405,0.99712753,0.00022771169],"about_ca_topic_score_codex":0.00011220245,"about_ca_topic_score_gemma":0.00011291294,"teacher_disagreement_score":0.008011348,"about_ca_system_score_codex":0.000016009019,"about_ca_system_score_gemma":0.000005594787,"threshold_uncertainty_score":0.98884946},"labels":[],"label_agreement":null},{"id":"W7039358435","doi":"","title":"Metis In Space (S.2) EP#2 - Highlander \"Something Wicked\"","year":2015,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metis; Space (punctuation); Shamanism; Interpretation (philosophy); Agency (philosophy)","score_opus":0.005978955002673815,"score_gpt":0.1774543172677339,"score_spread":0.17147536226506008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039358435","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":[0.000058835718,0.0013947333,0.0000022883935,0.000091457696,0.00081129326,0.0004092371,0.00009726946,0.00043922022,0.99669564],"genre_scores_gemma":[0.002469534,0.00021595767,0.00056501233,0.0000622089,0.0002887864,0.000015962481,0.00018127936,0.0002274669,0.99597377],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982128,0.0000750601,0.00069867325,0.00017645505,0.0004420963,0.00039488863],"domain_scores_gemma":[0.9990741,0.00008695237,0.00024117739,0.00036442582,0.000091386806,0.00014196837],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00044567024,0.0004075221,0.00059634453,0.00021536254,0.000025540456,0.000037776146,0.00028642532,0.0005946396,0.088923246],"category_scores_gemma":[0.00006458777,0.00041933544,0.00011427479,0.000022867765,0.00007931114,3.790641e-7,0.000047487934,0.00044331263,0.009434092],"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":[0.000024469415,0.000014209614,0.0000039076776,0.0008718379,0.00006438607,0.000026584174,0.00045506618,0.00555539,6.226614e-7,0.000018896993,0.99228674,0.00067788974],"study_design_scores_gemma":[0.0006968147,0.000048313297,0.000005264993,0.0005046124,0.000028928742,0.00003383295,0.00018775124,0.00043194104,0.000012415361,0.000008762613,0.99759865,0.00044270296],"about_ca_topic_score_codex":0.006167854,"about_ca_topic_score_gemma":0.0032483728,"teacher_disagreement_score":0.07948916,"about_ca_system_score_codex":0.00013343367,"about_ca_system_score_gemma":0.00003542753,"threshold_uncertainty_score":0.99982584},"labels":[],"label_agreement":null},{"id":"W7066179380","doi":"","title":"~Help Usa@ +1 .888 .513 .5978.. Quickbooks pro technical support phone number.","year":2016,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phone; Mobile phone; Information system; The Internet; Electronic mail","score_opus":0.010843800430492061,"score_gpt":0.2472587765034782,"score_spread":0.23641497607298612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7066179380","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":[0.00026652604,0.0000072650837,0.0038126274,0.00011430165,0.0021068898,0.002136124,0.0001831371,0.0022606498,0.9891125],"genre_scores_gemma":[0.01158278,0.00026633494,0.0009076826,0.00008735102,0.0012813376,0.00075634784,0.00009340283,0.0012817262,0.983743],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934017,0.0003631029,0.001297756,0.0027493278,0.00088838907,0.0012997099],"domain_scores_gemma":[0.9928812,0.00028310358,0.000437249,0.0057108575,0.000119642136,0.00056797446],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027518242,0.001169162,0.0013644686,0.0003929282,0.00013843123,0.00013752488,0.0020766985,0.0017041325,0.85433096],"category_scores_gemma":[0.0003783959,0.0011679693,0.0005858211,0.00025974942,0.000332271,0.00019072271,0.0010571395,0.0013151821,0.96973526],"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":[0.00007117964,0.0001685031,0.0033767046,0.0008730389,0.0004376234,0.000117038006,0.00017846424,0.00011270561,0.004791747,0.0004634369,0.97423935,0.015170184],"study_design_scores_gemma":[0.0010354923,0.0000016679298,0.0006747137,0.00076548685,0.00011721842,0.00017438158,0.000020705816,0.00015158425,0.0045268936,0.00031118875,0.990848,0.0013726691],"about_ca_topic_score_codex":0.00042135848,"about_ca_topic_score_gemma":0.0004053223,"teacher_disagreement_score":0.11540433,"about_ca_system_score_codex":0.0006575222,"about_ca_system_score_gemma":0.00030076533,"threshold_uncertainty_score":0.9995919},"labels":[],"label_agreement":null},{"id":"W7093313350","doi":"10.5281/zenodo.17427325","title":"Effects of Tram Warning Application on Automated Shuttle Bus and Tram Interaction","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public transport; Traffic congestion; Urbanization; Population; Service (business); Greenhouse gas; Warning system; Automatic vehicle location","score_opus":0.008208083634275975,"score_gpt":0.22560503738800142,"score_spread":0.21739695375372545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7093313350","genre_codex":"other","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":[0.017852629,0.0014518885,0.050952498,0.00038634043,0.0017238728,0.0057335063,0.0004494852,0.0081128245,0.91333693],"genre_scores_gemma":[0.9819049,0.0005335456,0.00012440393,0.000034464018,0.0003743252,4.8313547e-7,0.0013600519,0.004423432,0.011244386],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99747515,0.00045653374,0.00058951235,0.00065638777,0.0003851989,0.00043719288],"domain_scores_gemma":[0.99853504,0.00013666914,0.00031701822,0.0004988357,0.0003422868,0.00017015354],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00051496667,0.0004152602,0.0004888178,0.00075518293,0.0008360593,0.00044210683,0.00060362456,0.00035908842,0.0033309069],"category_scores_gemma":[0.00037120035,0.00047797168,0.00010613991,0.000745504,0.00013155973,0.0001967045,0.00030840587,0.000663008,0.0033919127],"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":[0.00038818605,0.000538308,0.0000031067686,0.008424164,0.00062106125,0.000018635581,0.0025740066,0.00593752,0.0505531,0.0025877682,0.10400657,0.82434756],"study_design_scores_gemma":[0.0013738932,0.00051649724,0.00063926785,0.0016596391,0.00011813134,0.000029661265,0.00020883013,0.08520627,0.006503825,0.000021043486,0.9032556,0.00046736255],"about_ca_topic_score_codex":0.00006699171,"about_ca_topic_score_gemma":6.057539e-7,"teacher_disagreement_score":0.96405226,"about_ca_system_score_codex":0.00031339822,"about_ca_system_score_gemma":0.000008203599,"threshold_uncertainty_score":0.9997672},"labels":[],"label_agreement":null},{"id":"W7099065220","doi":"","title":"and the Health and Community Services Boards ethics committees","year":2016,"lang":"en","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overweight; Breastfeeding; Obesity; Psychosocial; Public health; Breastfeeding promotion; Population","score_opus":0.018605404990236662,"score_gpt":0.2511913219398825,"score_spread":0.2325859169496458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7099065220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9489641,0.0041736835,0.0014484699,0.03198474,0.00030477074,0.00031710017,0.000016694172,0.00041371485,0.012376723],"genre_scores_gemma":[0.99747217,0.00080715097,0.00006163263,0.0013788762,0.000047106318,0.000004927317,0.0000013206251,0.000011243929,0.00021559051],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992284,0.0003717479,0.00013168134,0.000049599825,0.0000803733,0.00013816947],"domain_scores_gemma":[0.9988003,0.00087677944,0.000018224317,0.00021139553,0.000019964991,0.00007334192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360017,0.000084148596,0.00014434449,0.000016961481,0.0003451549,0.000031082964,0.000102238635,0.00006542829,0.000007152672],"category_scores_gemma":[0.00001633381,0.000040196985,0.000015375761,0.000037404865,0.00013098697,0.00006589938,0.000049101607,0.00035817438,0.0000071061127],"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":[0.0007802094,0.00018912273,0.12025011,0.013902499,0.0007989275,0.000005772037,0.2948463,0.00013115234,0.0024844036,0.17181706,0.020658743,0.3741357],"study_design_scores_gemma":[0.036121085,0.0016641037,0.114860214,0.00428067,0.0001194097,0.00020122803,0.088005535,0.082674265,0.0040741623,0.03453274,0.6303368,0.0031297798],"about_ca_topic_score_codex":0.001761557,"about_ca_topic_score_gemma":0.001890614,"teacher_disagreement_score":0.60967803,"about_ca_system_score_codex":0.000014058475,"about_ca_system_score_gemma":0.000013583048,"threshold_uncertainty_score":0.26629588},"labels":[],"label_agreement":null},{"id":"W7116101383","doi":"10.71846/16-wcee-0312","title":"BRITISH COLUMBIA SMART INFRASTRUCTURE MONITORING SYSTEM (BCSIMS)","year":2025,"lang":"en","type":"article","venue":"World Conference of Earthquake Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Key (lock); Internet of Things","score_opus":0.007914244282548763,"score_gpt":0.1814173212254196,"score_spread":0.17350307694287082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116101383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9613021,0.00094154634,0.015555761,0.000024502362,0.004105478,0.0003882727,0.000027467311,0.0012334534,0.016421435],"genre_scores_gemma":[0.99660975,0.00002820823,0.0008473642,0.0000039466395,0.00019325534,0.000033839468,0.000008208203,0.00004645314,0.0022289883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985104,0.00001866463,0.0005434987,0.00025938003,0.00021734727,0.00045067252],"domain_scores_gemma":[0.99925035,0.00007615471,0.000055622953,0.0003696465,0.0001390766,0.000109129454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016717002,0.00022924837,0.00047342211,0.00021868206,0.000066002925,0.00027104406,0.0003128229,0.00012942503,0.00013567142],"category_scores_gemma":[0.000028415423,0.00037784697,0.00011918235,0.0007090667,0.000031724536,0.00018670935,0.00005125022,0.0003680659,0.0000107405],"study_design_candidate":"observational","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":[0.000022917739,0.00004618464,0.15697886,0.00825127,0.00074849214,0.00014119984,0.00049025845,0.5779352,0.021205153,0.005934802,0.008749107,0.2194965],"study_design_scores_gemma":[0.0012042323,0.000043145606,0.68943083,0.007315062,0.00008899001,0.000038571096,0.00033747268,0.26346105,0.0063328017,0.00008243431,0.030617218,0.00104819],"about_ca_topic_score_codex":0.0010346074,"about_ca_topic_score_gemma":0.0027235488,"teacher_disagreement_score":0.5324519,"about_ca_system_score_codex":0.000109817054,"about_ca_system_score_gemma":0.00006273873,"threshold_uncertainty_score":0.9998673},"labels":[],"label_agreement":null},{"id":"W7124951570","doi":"10.1109/icaaic64647.2025.11330994","title":"An Intelligent Real-Time Bus Monitoring and Management System Integrated with QR Code Scanning for Passenger Access","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"GSM; Global Positioning System; Automatic vehicle location; Tracking system; Vehicle tracking system; Management system; Transmission (telecommunications); General Packet Radio Service; Service (business)","score_opus":0.014912463708503028,"score_gpt":0.27858659715630724,"score_spread":0.2636741334478042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7124951570","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":[0.39080477,0.0023766907,0.5518528,0.00038151862,0.0056367833,0.008215618,0.0001240509,0.002465987,0.038141746],"genre_scores_gemma":[0.98752475,0.0006099578,0.005812721,0.000013778761,0.00040056274,0.00044263707,0.00003926224,0.00014440848,0.0050119017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99669534,0.00011750611,0.0010144388,0.00091545115,0.0003253258,0.0009319344],"domain_scores_gemma":[0.9982769,0.00018734702,0.00016088237,0.0007547378,0.00032060078,0.00029954218],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000780598,0.00074805407,0.0008486538,0.0005654664,0.0004095123,0.00083101395,0.00057351385,0.00028523884,0.000024490797],"category_scores_gemma":[0.0000082531915,0.0006566272,0.00011764374,0.0009058522,0.00007039947,0.00061055936,0.0001550022,0.0003043405,0.000018883185],"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":[0.0049404935,0.0008450209,0.050337743,0.08997192,0.012017125,0.00055187376,0.0054740356,0.38571563,0.03729214,0.036946986,0.005301684,0.37060535],"study_design_scores_gemma":[0.0028665531,0.00053530704,0.006386458,0.014793447,0.00089352985,0.000021896547,0.012328893,0.91402674,0.03817818,0.000023274253,0.008398861,0.0015468886],"about_ca_topic_score_codex":0.000841827,"about_ca_topic_score_gemma":0.00007608793,"teacher_disagreement_score":0.59672,"about_ca_system_score_codex":0.0007634261,"about_ca_system_score_gemma":0.00008881342,"threshold_uncertainty_score":0.9995885},"labels":[],"label_agreement":null},{"id":"W7125506836","doi":"10.18280/jesa.581204","title":"Embedded Wearable IoT System for Child Safety Based on Hybrid Deep Learning Classification","year":2025,"lang":"","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Deep learning; Wearable computer; Internet of Things; Key (lock); Wearable technology","score_opus":0.01195600425911451,"score_gpt":0.2394835087564735,"score_spread":0.227527504497359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125506836","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":[0.032904275,0.013784203,0.83986694,0.0014251737,0.014856671,0.004518326,0.00018482562,0.0027364995,0.08972308],"genre_scores_gemma":[0.99072176,0.00040786972,0.0033302405,0.00014111429,0.0014947903,0.00012663135,0.000046924793,0.0003303896,0.0034002601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9916309,0.001478896,0.0032124226,0.0009546189,0.0010467228,0.0016764477],"domain_scores_gemma":[0.9951793,0.0011387146,0.0013512945,0.000986069,0.0007934023,0.00055121223],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0035165704,0.0011841537,0.0016905871,0.0012985064,0.0031357366,0.0012105118,0.00096548075,0.0004931046,0.00013634181],"category_scores_gemma":[0.00072250527,0.0011974217,0.0010352413,0.0012881813,0.00016827897,0.0004367049,0.00008360315,0.0021172243,0.00037032657],"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":[0.00076952,0.00021894895,0.0006043397,0.009592676,0.0008043828,0.0001297334,0.00052186166,0.51640975,0.0017268935,0.002073508,0.0016961736,0.4654522],"study_design_scores_gemma":[0.004150489,0.00063655747,0.031964798,0.017665539,0.0004832303,0.000491897,0.0008925264,0.92887104,0.0017806723,0.00014886855,0.01192309,0.0009912815],"about_ca_topic_score_codex":0.00002845627,"about_ca_topic_score_gemma":0.000010465249,"teacher_disagreement_score":0.9578175,"about_ca_system_score_codex":0.003281524,"about_ca_system_score_gemma":0.0005084733,"threshold_uncertainty_score":0.9998263},"labels":[],"label_agreement":null},{"id":"W7128678391","doi":"10.1109/gitcon65266.2025.11378302","title":"ABHAYA - Secure Communication Device for Women Safety","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Encryption; Feature (linguistics); Wearable computer; Key (lock); Usability; Wearable technology; Simple (philosophy)","score_opus":0.0075829828081360635,"score_gpt":0.24740147814635285,"score_spread":0.23981849533821678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128678391","genre_codex":"other","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":[0.034183387,0.016548,0.21847849,0.012215888,0.0056152265,0.006008044,0.00034342066,0.0014062898,0.70520127],"genre_scores_gemma":[0.9531628,0.00064970163,0.0018333984,0.0005764154,0.00021800063,0.00031338696,0.000091577385,0.00006422979,0.043090474],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99767786,0.00013117591,0.0009084831,0.00036276627,0.00016267787,0.00075705344],"domain_scores_gemma":[0.9977897,0.0005984799,0.000101758786,0.0011245921,0.00023606185,0.00014940734],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010748953,0.00039363152,0.0005373732,0.00019142688,0.00045008355,0.00012460497,0.0006369184,0.0004129286,0.00041886285],"category_scores_gemma":[0.000069033274,0.00042537984,0.00019929722,0.0006427468,0.00005809246,0.00025380478,0.00013114208,0.00038578914,0.00015375818],"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":[0.0022057919,0.0007273739,0.0029747328,0.021581318,0.0037472844,0.000005379194,0.02570364,0.052765105,0.0060347947,0.3625796,0.12637597,0.39529902],"study_design_scores_gemma":[0.0022712937,0.00008646431,0.0012051552,0.00058771216,0.00007518944,0.0000014105215,0.0027909963,0.16816114,0.0017272095,0.0020475395,0.8204953,0.00055056094],"about_ca_topic_score_codex":0.00014501148,"about_ca_topic_score_gemma":0.00025439286,"teacher_disagreement_score":0.9189794,"about_ca_system_score_codex":0.0007849441,"about_ca_system_score_gemma":0.00018539272,"threshold_uncertainty_score":0.9998198},"labels":[],"label_agreement":null},{"id":"W7131250334","doi":"10.1109/icoiics67115.2025.11390637","title":"Analysis of Smart Traffic Clearance System for Emergency Vehicle Services","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Population; Smart city; Traffic system; Emergency vehicle; Emergency response; Simple (philosophy); Road traffic; Traffic conflict","score_opus":0.0067808856889145855,"score_gpt":0.23238330240957586,"score_spread":0.22560241672066128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7131250334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9513264,0.008067105,0.021043006,0.00023718648,0.005264662,0.0014915015,0.00025899953,0.0004920293,0.0118191615],"genre_scores_gemma":[0.9953791,0.00018178382,0.0001343922,0.00002223171,0.00014946988,0.00008378006,0.000032585427,0.000050245464,0.00396641],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99668807,0.00009134761,0.0016997437,0.0005761764,0.00029103918,0.0006536114],"domain_scores_gemma":[0.998325,0.00014823479,0.00025077804,0.00079681526,0.00035484572,0.00012432873],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00064855063,0.000449477,0.0013121257,0.0008908975,0.00019685864,0.000042288655,0.00053057686,0.0003391731,0.0002168167],"category_scores_gemma":[0.000009349637,0.00047228037,0.0010720249,0.0040289536,0.00003533839,0.0001951973,0.000049414113,0.00016982602,0.000043503172],"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":[0.00067487964,0.0002473205,0.01713033,0.040837083,0.016194524,0.0000034054335,0.0017119064,0.8865705,0.0046927477,0.005296934,0.0008616712,0.025778687],"study_design_scores_gemma":[0.000943381,0.0001096317,0.013731038,0.0006942859,0.003998345,2.9981945e-7,0.0020564534,0.9704951,0.0037678496,0.0000049750784,0.003781948,0.0004167089],"about_ca_topic_score_codex":0.00044030327,"about_ca_topic_score_gemma":0.0012053415,"teacher_disagreement_score":0.08392457,"about_ca_system_score_codex":0.00017219968,"about_ca_system_score_gemma":0.000067046734,"threshold_uncertainty_score":0.9997729},"labels":[],"label_agreement":null},{"id":"W7133320141","doi":"10.5220/0014158800004932","title":"AI-Integrated Smart Helmets: Enhancing Rider Safety with Machine Learning, IoT and Predictive Analytics","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","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":"Horizon College and Seminary","funders":"","keywords":"Internet of Things; Predictive analytics; Analytics; Big data; Predictive maintenance","score_opus":0.0037266909220363886,"score_gpt":0.20540017863799664,"score_spread":0.20167348771596025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133320141","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":[0.043836128,0.007844619,0.8951655,0.0023210305,0.0018505396,0.0017942257,0.00025180078,0.0010256149,0.04591055],"genre_scores_gemma":[0.9695228,0.00056355697,0.0008913348,0.00043764163,0.00019310923,0.000024122035,0.00011187489,0.00011745216,0.028138123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99624795,0.00027082436,0.0011850015,0.000884345,0.00043384748,0.0009780531],"domain_scores_gemma":[0.9981206,0.00041011322,0.0001786866,0.0005455005,0.0004228769,0.00032223496],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090235454,0.00089538255,0.0011114067,0.0005618838,0.0005325791,0.00024041809,0.00025551583,0.0004690941,0.00049437],"category_scores_gemma":[0.00015799457,0.00075043214,0.00017582445,0.0016033326,0.00021298013,0.00025046285,0.00013852908,0.0016918472,0.00005529589],"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":[0.0057134964,0.00055722514,0.21477184,0.005295833,0.010696765,0.0002900119,0.005476067,0.6978979,0.006493554,0.0045643244,0.0060506538,0.042192318],"study_design_scores_gemma":[0.0028946616,0.0007032714,0.00706165,0.001776446,0.00066326157,0.00003182852,0.0014216173,0.9248642,0.008673799,0.000043556574,0.05098117,0.0008845575],"about_ca_topic_score_codex":0.0016951018,"about_ca_topic_score_gemma":0.0034575583,"teacher_disagreement_score":0.92568666,"about_ca_system_score_codex":0.000515826,"about_ca_system_score_gemma":0.00034378245,"threshold_uncertainty_score":0.9994947},"labels":[],"label_agreement":null},{"id":"W7133326063","doi":"10.65521/mjret.v9i1.1149","title":"Women’s Safety System","year":2022,"lang":"","type":"article","venue":"Multidisciplinary Journal of Research in Engineering and Technology","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Global Positioning System; Android (operating system); Smart phone; Event (particle physics); Phone; Security system; Mobile phone; System safety","score_opus":0.021610861274762225,"score_gpt":0.2864634421802171,"score_spread":0.2648525809054548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133326063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97116935,0.02119902,0.0012363839,0.0024289584,0.0028602786,0.0005760226,0.000053123767,0.00023490387,0.0002419756],"genre_scores_gemma":[0.9976285,0.001030057,0.00065156544,0.0000011027198,0.0003429298,0.00012833564,0.0000021696721,0.00010622425,0.00010911888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9947321,0.00040531796,0.0015968655,0.0004344622,0.0010834858,0.0017477828],"domain_scores_gemma":[0.99796116,0.0005986441,0.00023323973,0.00052182766,0.00032396347,0.00036115042],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00905541,0.00041641708,0.0010092315,0.006306536,0.0006647989,0.000059921967,0.0009856847,0.00039121739,0.000043028896],"category_scores_gemma":[0.0001603245,0.00045136324,0.00012811214,0.0040250705,0.00027456632,0.00022659721,0.0012504573,0.0056038555,0.000008697527],"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":[0.00094575627,0.000447104,0.01426262,0.0057786936,0.00046268658,0.0074045355,0.006007101,0.9234869,0.009760158,0.0059262924,0.00020135018,0.025316797],"study_design_scores_gemma":[0.005936426,0.004276331,0.002800948,0.0030757664,0.000032684697,0.0081724655,0.06364059,0.8898508,0.00080115057,0.00042785378,0.01999814,0.00098685],"about_ca_topic_score_codex":0.000024419816,"about_ca_topic_score_gemma":0.0000029338826,"teacher_disagreement_score":0.05763349,"about_ca_system_score_codex":0.0037969626,"about_ca_system_score_gemma":0.00030917054,"threshold_uncertainty_score":0.9997938},"labels":[],"label_agreement":null},{"id":"W7140125805","doi":"10.1109/iconscept66142.2025.11437264","title":"Blockchain and AI-Powered Tourist Safety System for Real-Time Risk Management","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Risk management; Tourism; Blockchain; Management system; Risk assessment; System safety","score_opus":0.0031199792162855907,"score_gpt":0.20882451568740826,"score_spread":0.20570453647112266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7140125805","genre_codex":"other","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":[0.014534072,0.005943215,0.22504632,0.0022947623,0.008143172,0.010476514,0.0010357603,0.002290426,0.73023576],"genre_scores_gemma":[0.9176444,0.0016305409,0.004559984,0.00010721447,0.00061338354,0.000277855,0.00005079038,0.00014987773,0.07496599],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963161,0.00017661351,0.0013777416,0.00086640636,0.00028518442,0.000977993],"domain_scores_gemma":[0.99815243,0.0003674082,0.00018607703,0.0008966288,0.00014370776,0.0002537726],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013825453,0.000704243,0.0009866003,0.00040371518,0.00058738,0.00020739899,0.0003522132,0.00040693808,0.00010928429],"category_scores_gemma":[0.00002248218,0.00072684407,0.0003273719,0.00055610493,0.0000765808,0.00008438163,0.00019756345,0.00030712754,0.00014104207],"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":[0.0050961114,0.0006639556,0.0031822554,0.08468039,0.013715331,0.00030989767,0.0027160214,0.06494418,0.005020704,0.3616214,0.1618339,0.29621586],"study_design_scores_gemma":[0.006603556,0.00027097316,0.0014966337,0.0031191502,0.0013054403,0.000013768721,0.0022086015,0.86474144,0.0023695633,0.00046935747,0.11594866,0.0014528541],"about_ca_topic_score_codex":0.0006579115,"about_ca_topic_score_gemma":0.000070293165,"teacher_disagreement_score":0.90311027,"about_ca_system_score_codex":0.00060356804,"about_ca_system_score_gemma":0.000059574235,"threshold_uncertainty_score":0.9995183},"labels":[],"label_agreement":null},{"id":"W7147233828","doi":"10.5281/zenodo.19356228","title":"Enhancing Public Transportation through Smart Assistance Systems","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public transport; Intelligent transportation system; Software; Advanced Traffic Management System; Transportation planning; Smart city","score_opus":0.024929912232136024,"score_gpt":0.23273721006004766,"score_spread":0.20780729782791163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7147233828","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":[0.026026284,0.0076296353,0.48196182,0.003083919,0.0060284515,0.0032776105,0.0013749187,0.005245169,0.46537217],"genre_scores_gemma":[0.9905483,0.00048803055,0.00017687406,0.000097605036,0.00039406263,2.813051e-7,0.0020393773,0.002041078,0.0042144014],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958534,0.0006107173,0.0010926173,0.00081734743,0.00063947984,0.0009863866],"domain_scores_gemma":[0.99748987,0.00007424411,0.00023198666,0.0008778279,0.0010808833,0.00024516048],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014034256,0.00044578483,0.00050331635,0.00046445883,0.0034339346,0.0022879636,0.0012835267,0.00029649492,0.003222374],"category_scores_gemma":[0.00033547689,0.00054419413,0.00017554904,0.0020420346,0.0001874887,0.0009778489,0.00020826573,0.00071714993,0.004907228],"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":[0.00062244915,0.0010349478,0.00012429446,0.016453274,0.002103635,0.00018035492,0.017886408,0.017517466,0.060564082,0.22737984,0.4426094,0.21352382],"study_design_scores_gemma":[0.0010000382,0.00013152987,0.0010769395,0.00084148004,0.00007644809,0.000022401538,0.0015016635,0.007508587,0.0016811702,0.00010558972,0.98555344,0.0005007024],"about_ca_topic_score_codex":0.00015029962,"about_ca_topic_score_gemma":0.0000105557365,"teacher_disagreement_score":0.964522,"about_ca_system_score_codex":0.00077786425,"about_ca_system_score_gemma":0.00002455617,"threshold_uncertainty_score":0.99970096},"labels":[],"label_agreement":null},{"id":"W7147469724","doi":"10.5281/zenodo.19356229","title":"Enhancing Public Transportation through Smart Assistance Systems","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public transport; Intelligent transportation system; Software; Advanced Traffic Management System; Transportation planning; Smart city","score_opus":0.024929912232136024,"score_gpt":0.23273721006004766,"score_spread":0.20780729782791163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7147469724","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":[0.026026284,0.0076296353,0.48196182,0.003083919,0.0060284515,0.0032776105,0.0013749187,0.005245169,0.46537217],"genre_scores_gemma":[0.9905483,0.00048803055,0.00017687406,0.000097605036,0.00039406263,2.813051e-7,0.0020393773,0.002041078,0.0042144014],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958534,0.0006107173,0.0010926173,0.00081734743,0.00063947984,0.0009863866],"domain_scores_gemma":[0.99748987,0.00007424411,0.00023198666,0.0008778279,0.0010808833,0.00024516048],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014034256,0.00044578483,0.00050331635,0.00046445883,0.0034339346,0.0022879636,0.0012835267,0.00029649492,0.003222374],"category_scores_gemma":[0.00033547689,0.00054419413,0.00017554904,0.0020420346,0.0001874887,0.0009778489,0.00020826573,0.00071714993,0.004907228],"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":[0.00062244915,0.0010349478,0.00012429446,0.016453274,0.002103635,0.00018035492,0.017886408,0.017517466,0.060564082,0.22737984,0.4426094,0.21352382],"study_design_scores_gemma":[0.0010000382,0.00013152987,0.0010769395,0.00084148004,0.00007644809,0.000022401538,0.0015016635,0.007508587,0.0016811702,0.00010558972,0.98555344,0.0005007024],"about_ca_topic_score_codex":0.00015029962,"about_ca_topic_score_gemma":0.0000105557365,"teacher_disagreement_score":0.964522,"about_ca_system_score_codex":0.00077786425,"about_ca_system_score_gemma":0.00002455617,"threshold_uncertainty_score":0.99970096},"labels":[],"label_agreement":null}]}