{"meta":{"query_hash":"d1680e128fc0","filters":{"topic":"IoT-based Control Systems"},"cohort_total":58,"direct_labels_cover":0,"predictions_cover":58,"exported":58,"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/d1680e128fc0","api":"https://metacan.xera.ac/api/v1/cohort?topic=IoT-based+Control+Systems"},"results":[{"id":"W1544117220","doi":"10.29122/jai.v5i1.2427","title":"PEMANFAATAN DAN KONSERVASI SUMBER AIR DALAM KEADAAN DARURAT","year":2018,"lang":"en","type":"article","venue":"Jurnal Air Indonesia","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Environmental science; Water quality; Aquifer; Water conservation; Water resource management; Water treatment; Water resources; Groundwater; Environmental engineering; Geology","score_opus":0.010107509664067049,"score_gpt":0.23151390426662374,"score_spread":0.2214063946025567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544117220","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":[0.9276614,0.00013656155,0.049550913,0.006141558,0.00271347,0.000505597,0.0000051968213,0.00058193674,0.012703371],"genre_scores_gemma":[0.9939088,0.0000023376942,0.00136445,0.002098791,0.0017094907,0.0000333129,0.000005565206,0.000045593526,0.0008316486],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964037,0.00030679512,0.00067722023,0.0007985019,0.00093324523,0.0008805359],"domain_scores_gemma":[0.9972396,0.00014117747,0.00033735277,0.0015391912,0.00036602071,0.0003766484],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007108656,0.0004210858,0.000496288,0.00023467113,0.00046621307,0.00027519523,0.002236473,0.00019516166,0.000010340974],"category_scores_gemma":[0.000041400308,0.000369058,0.00022630474,0.000794299,0.00020245362,0.0011215403,0.00040073422,0.0004119787,0.00058466394],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034287275,0.0007776361,0.7481187,0.00020172326,0.0004346496,0.0014750471,0.0036163672,0.000140325,0.030034723,0.14349633,0.03751673,0.033844877],"study_design_scores_gemma":[0.0026610037,0.0006754955,0.89853287,0.00019379752,0.000047849015,0.0010982146,0.00010783381,0.015302532,0.011333444,0.00052723545,0.06837654,0.0011431641],"about_ca_topic_score_codex":0.0001964908,"about_ca_topic_score_gemma":0.00024462756,"teacher_disagreement_score":0.15041417,"about_ca_system_score_codex":0.00019235401,"about_ca_system_score_gemma":0.00032701137,"threshold_uncertainty_score":0.99987614},"labels":[],"label_agreement":null},{"id":"W1587543870","doi":"","title":"EVALUATION OF COMPUTER LABORATORY FACILITIES AND INFRASTRUCTURE IN THE PROGRAM AND COMPUTER NETWORK ENGINEERING EXPERTISE IN SMK NEGERI 2 DEPOK","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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 lab; Network engineering; Computer science; Presentation (obstetrics); Engineering; Telecommunications","score_opus":0.009886803526787348,"score_gpt":0.22962902936279425,"score_spread":0.21974222583600692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1587543870","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":[0.9252929,0.0052550407,0.06451077,0.000028607545,0.0015952857,0.0027333575,0.000008755743,0.00013925145,0.00043603595],"genre_scores_gemma":[0.97632134,0.000019495636,0.022911059,0.00007828644,0.00024631826,0.00033622264,0.00004384068,0.000019742329,0.00002371341],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978465,0.0003828461,0.00050647097,0.0004235592,0.0005591804,0.00028146114],"domain_scores_gemma":[0.99903566,0.000109818844,0.00018145912,0.000380897,0.00025004143,0.00004215428],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013043933,0.00028654854,0.00040515175,0.00021675183,0.000035287325,0.00017099152,0.00042609515,0.00023968142,0.0000035794124],"category_scores_gemma":[0.000020520369,0.0002194797,0.000033871373,0.00036662805,0.000030212623,0.00030025205,0.00006496175,0.0002757711,5.5143767e-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":[0.00005563627,0.00012506185,0.008161452,0.00090397114,0.000115965886,0.000023823199,0.05410602,0.03554483,0.00015944568,0.0076434035,0.00074841245,0.892412],"study_design_scores_gemma":[0.0007037309,0.00012092142,0.10423753,0.00026338638,0.000017285043,0.00000559132,0.0002319063,0.8937052,0.000033451503,0.00021655827,0.00021920033,0.00024523571],"about_ca_topic_score_codex":0.0003528119,"about_ca_topic_score_gemma":0.0010407091,"teacher_disagreement_score":0.89216673,"about_ca_system_score_codex":0.00006368398,"about_ca_system_score_gemma":0.00016561213,"threshold_uncertainty_score":0.89501226},"labels":[],"label_agreement":null},{"id":"W2270098264","doi":"10.35585/inspir.v4i2.52","title":"Rancang Bangun Sistem Enkripsi Dan Dekripsi Pengiriman Informasi Menggunakan Algoritma Viginere Cipher Berbasis Jaringan Sensor Nirkabel","year":2014,"lang":"id","type":"article","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"Computer science; Operating system; Database","score_opus":0.008554282926813641,"score_gpt":0.20761027467589474,"score_spread":0.1990559917490811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2270098264","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":[0.12527388,0.0024453918,0.25541937,0.010488942,0.014743756,0.0056659062,0.000035584442,0.0038707869,0.5820564],"genre_scores_gemma":[0.87321216,0.000033358123,0.022201154,0.004338788,0.0023683365,0.0002084621,0.000053063803,0.00025675373,0.09732794],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9892755,0.0011329504,0.0024018202,0.002204927,0.0021056454,0.0028791318],"domain_scores_gemma":[0.99224186,0.0007764652,0.0010610182,0.0037567192,0.00083006604,0.0013338514],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0028857132,0.0017034478,0.001985459,0.0005580981,0.0010911138,0.00204273,0.0035450193,0.00079273776,0.0001156772],"category_scores_gemma":[0.0003640144,0.0016318036,0.00094187754,0.0014414832,0.0003050794,0.0021043948,0.0011011015,0.0012520751,0.0012226439],"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":[0.0002866926,0.0013584363,0.020691432,0.002497658,0.0022355241,0.00046656284,0.014487526,0.0019770393,0.016278652,0.18104884,0.026491469,0.7321802],"study_design_scores_gemma":[0.0063388487,0.0006053025,0.0051258537,0.00047260948,0.00028164173,0.00021494762,0.00077865244,0.32003638,0.007055245,0.000060613354,0.6564767,0.002553243],"about_ca_topic_score_codex":0.00094743544,"about_ca_topic_score_gemma":0.0007365256,"teacher_disagreement_score":0.7479383,"about_ca_system_score_codex":0.0007249424,"about_ca_system_score_gemma":0.000558023,"threshold_uncertainty_score":0.9995712},"labels":[],"label_agreement":null},{"id":"W2294458205","doi":"10.24843/mite.2015.v14i02p14","title":"PROTOTIPE MONITORING KETINGGIAN AIR BENDUNGAN MELALUI MEDIA SOSIAL TWITTER BERBASIS MIKROKONTROLER ATMEGA-328PU","year":2015,"lang":"en","type":"article","venue":"Majalah Ilmiah Teknologi Elektro","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Microcontroller; Ethernet; Arduino; Liquid-crystal display; Computer science; Computer hardware; Operating system","score_opus":0.035754434908955815,"score_gpt":0.24579383298374605,"score_spread":0.21003939807479022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2294458205","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":[0.89227116,0.0026645637,0.046651788,0.01744553,0.016025031,0.0059860866,0.00003590196,0.0058142263,0.013105724],"genre_scores_gemma":[0.9764453,0.00000830839,0.018032698,0.0006373389,0.0029585331,0.0008932303,0.000012691552,0.00011106052,0.00090081844],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926864,0.00083536207,0.0011616903,0.0016857885,0.0015744419,0.002056337],"domain_scores_gemma":[0.9952778,0.00048534095,0.0005676832,0.0023282042,0.00054209406,0.00079884403],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020309617,0.0009151213,0.0011025504,0.00048516731,0.00041150462,0.000493339,0.0033741668,0.00064992893,0.000015653604],"category_scores_gemma":[0.00090444303,0.0008138664,0.00039666702,0.0009650351,0.00023075631,0.00104181,0.0008600201,0.0011195054,0.0008469221],"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":[0.001958268,0.0027249279,0.41475937,0.00044063904,0.0021693185,0.004517963,0.028442925,0.0035896578,0.08804039,0.035576586,0.09903654,0.31874344],"study_design_scores_gemma":[0.050610114,0.0060218982,0.18893282,0.0013524581,0.0007580688,0.0016907357,0.0039947154,0.06516099,0.24910983,0.008814696,0.4113579,0.012195746],"about_ca_topic_score_codex":0.00029809185,"about_ca_topic_score_gemma":0.000060522383,"teacher_disagreement_score":0.31232136,"about_ca_system_score_codex":0.00070998725,"about_ca_system_score_gemma":0.00048567646,"threshold_uncertainty_score":0.99993104},"labels":[],"label_agreement":null},{"id":"W2784273521","doi":"10.24843/mite.2017.v16i03p05","title":"RANCANG BANGUN PEMANDU TUNA NETRA MENGGUNAKAN SENSOR ULTRASONIK BERBASIS MIKROKONTROLER","year":2017,"lang":"id","type":"article","venue":"Majalah Ilmiah Teknologi Elektro","topic":"IoT-based Control Systems","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Arbutus Biopharma (Canada)","funders":"","keywords":"Physics; Operating system; Humanities; Computer science; Art","score_opus":0.016135386366014724,"score_gpt":0.24395566931808324,"score_spread":0.22782028295206852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784273521","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":[0.72552824,0.022502463,0.032408256,0.059598316,0.03453531,0.009012927,0.0006306045,0.0045721387,0.11121173],"genre_scores_gemma":[0.96180487,0.00033971542,0.0040283976,0.0015292952,0.0029494606,0.00031057675,0.000032116004,0.00023491782,0.028770639],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98670405,0.001433667,0.0021126564,0.003484949,0.0020248902,0.0042398074],"domain_scores_gemma":[0.9863163,0.0009859871,0.0023927821,0.0084837,0.0007601214,0.0010610803],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0026533878,0.0020366367,0.0027185502,0.00066701893,0.0036617178,0.0042169276,0.008784205,0.0015820866,0.00033099228],"category_scores_gemma":[0.0020121452,0.0019492124,0.0013988585,0.00062522554,0.0012137711,0.001976383,0.0014039002,0.002300071,0.0039139637],"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":[0.0026332191,0.003759373,0.20443663,0.0016610927,0.006578251,0.010984086,0.0077970983,0.00087143213,0.17748244,0.036861777,0.16370706,0.38322753],"study_design_scores_gemma":[0.039995544,0.0039799507,0.43758193,0.002052914,0.0017899602,0.001786293,0.0012297491,0.060630765,0.04081551,0.0012295434,0.3987663,0.010141547],"about_ca_topic_score_codex":0.0024175455,"about_ca_topic_score_gemma":0.00093163183,"teacher_disagreement_score":0.37308598,"about_ca_system_score_codex":0.0008782673,"about_ca_system_score_gemma":0.00079063355,"threshold_uncertainty_score":0.9997141},"labels":[],"label_agreement":null},{"id":"W2796635758","doi":"10.35585/inspir.v7i2.2449","title":"Sistem Kendali Penyiram Tanaman Menggunakan Propeller Berbasis Internet Of Things","year":2017,"lang":"id","type":"article","venue":"Inspiration Jurnal Teknologi Informasi dan Komunikasi","topic":"IoT-based Control Systems","field":"Computer Science","cited_by":17,"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":"Physics; Operating system; Horticulture; Computer science; Biology","score_opus":0.029948465370584116,"score_gpt":0.25838848965138933,"score_spread":0.2284400242808052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796635758","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":[0.51035327,0.0018038447,0.035856683,0.0110146515,0.011378721,0.00528688,0.000041616757,0.0011729555,0.42309138],"genre_scores_gemma":[0.97981465,0.0001065715,0.0042926106,0.0008967771,0.00040185198,0.00007156098,0.00003499043,0.00007111646,0.014309886],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99255764,0.0005498148,0.0030245527,0.0009550887,0.0016481401,0.0012647695],"domain_scores_gemma":[0.9889227,0.00020217503,0.0053168023,0.0038103687,0.0013032471,0.00044468508],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0025890868,0.0009920123,0.0013717468,0.0006211489,0.0015596276,0.0029713733,0.00689529,0.0008080389,0.00003300685],"category_scores_gemma":[0.0010454096,0.00088909775,0.00063666963,0.00046299415,0.0010041809,0.008151709,0.0018844531,0.0014870029,0.00024520906],"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":[0.00055913714,0.0010392751,0.03463937,0.0013400556,0.001423405,0.00045852514,0.031065904,0.00041922354,0.0063929376,0.32312897,0.0030949723,0.5964382],"study_design_scores_gemma":[0.0070840246,0.004739743,0.025451036,0.0021193805,0.00032489185,0.00057391124,0.001487873,0.11787708,0.036892645,0.00033800304,0.8005167,0.0025946535],"about_ca_topic_score_codex":0.0007211019,"about_ca_topic_score_gemma":0.00029975185,"teacher_disagreement_score":0.79742175,"about_ca_system_score_codex":0.0005362356,"about_ca_system_score_gemma":0.0008861708,"threshold_uncertainty_score":0.9997402},"labels":[],"label_agreement":null},{"id":"W2952257676","doi":"10.24843/spektrum.2019.v06.i02.p14","title":"RANCANGAN PENEMPATAN ACCESS POINT UNTUK MENDUKUNG LAYANAN E-LEARNING DI AREA KAMPUS TEKNIK ELEKTRO UNIVERSITAS UDAYANA","year":2019,"lang":"en","type":"article","venue":"Jurnal SPEKTRUM","topic":"IoT-based Control Systems","field":"Computer Science","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":"WiLAN (Canada)","funders":"","keywords":"Computer science; Point (geometry); Range (aeronautics); Access technology; Local area network; Computer network; Wireless; Telecommunications; Engineering; Mathematics; Aerospace engineering","score_opus":0.007915364245218305,"score_gpt":0.21392677116068812,"score_spread":0.20601140691546982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952257676","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":[0.86735654,0.00074485334,0.06722699,0.004302337,0.0041186637,0.0012213759,0.000021490081,0.0008657747,0.054141972],"genre_scores_gemma":[0.9967704,0.000013833141,0.00047697654,0.00042691862,0.00035995114,0.00000672491,0.000012475815,0.000047800702,0.0018849456],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962869,0.0003295508,0.00054802047,0.00087927654,0.00090572704,0.0010504784],"domain_scores_gemma":[0.9976745,0.0001579833,0.0004958483,0.0010920699,0.00017062812,0.00040896956],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000782147,0.000445077,0.00064039987,0.00041099096,0.00041191923,0.0008498303,0.002750075,0.0001728656,0.00020832165],"category_scores_gemma":[0.0000566817,0.00042042887,0.00028643056,0.0008843022,0.000057305344,0.0020847782,0.0007738805,0.00075301836,0.0005459386],"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":[0.0010726006,0.00095681223,0.59054404,0.00052871305,0.00173658,0.003893172,0.0070397374,0.02603861,0.068564095,0.17897189,0.029820722,0.090833046],"study_design_scores_gemma":[0.023255369,0.0034045952,0.22063068,0.0014888123,0.00051126024,0.0014402939,0.0049170726,0.47592804,0.02357502,0.0038288867,0.23409222,0.006927774],"about_ca_topic_score_codex":0.00091111544,"about_ca_topic_score_gemma":0.00015441299,"teacher_disagreement_score":0.44988942,"about_ca_system_score_codex":0.00057177746,"about_ca_system_score_gemma":0.00029593607,"threshold_uncertainty_score":0.99982476},"labels":[],"label_agreement":null},{"id":"W2964039265","doi":"","title":"Design and Analysis of Automatic Motor Blower","year":2019,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"IoT-based Control Systems","field":"Computer Science","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":"Automotive engineering; Battery (electricity); Alternator; HVAC; Ventilation (architecture); Power (physics); Air conditioning; Engineering; Computer science; Mechanical engineering","score_opus":0.008091067684625114,"score_gpt":0.23513214082290212,"score_spread":0.227041073138277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964039265","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":[0.2506562,0.000117073076,0.74808383,0.0005525335,0.00046704352,0.000073443975,0.000001170545,0.000011129567,0.000037613627],"genre_scores_gemma":[0.924585,0.000016492184,0.0752777,0.00005403134,0.000030581134,5.885582e-7,9.461106e-7,0.0000030428505,0.00003162718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889696,0.00006735436,0.00044398304,0.000092419534,0.00043261104,0.00006664909],"domain_scores_gemma":[0.99868655,0.00019675895,0.00056979456,0.000107846216,0.00039792265,0.000041123043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000542327,0.00006877705,0.00023268437,0.0005196264,0.000015490528,0.00012506754,0.0003090423,0.000034507055,0.000008715534],"category_scores_gemma":[0.000045716697,0.000057179877,0.00007259866,0.00019618506,0.000015978902,0.000409531,0.000048167985,0.000054067827,0.000002261082],"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":[0.000083579165,0.00027884604,0.028854882,0.00010939693,0.0057148137,0.000056552533,0.0023793208,0.7228891,0.045838892,0.075082995,0.00016784233,0.11854378],"study_design_scores_gemma":[0.00043830532,0.00011115064,0.03745685,0.000058272846,0.000105684,0.00003595239,0.000010668952,0.96089137,0.00026723303,0.00055335014,0.000017796065,0.000053371434],"about_ca_topic_score_codex":0.000005816503,"about_ca_topic_score_gemma":4.5859233e-7,"teacher_disagreement_score":0.6739288,"about_ca_system_score_codex":0.000035556677,"about_ca_system_score_gemma":0.00004803753,"threshold_uncertainty_score":0.23317277},"labels":[],"label_agreement":null},{"id":"W2995140089","doi":"10.1109/iemcon.2019.8936257","title":"IoT Gas and Temperature Monitoring Interface of a Low Temperature Pyrolysis Reactor for the Production of Biochar","year":2019,"lang":"en","type":"article","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"Langara College","funders":"","keywords":"Computer science; Biochar; Event (particle physics); Interface (matter); Pyrolysis; Process engineering; Arduino; Environmental science; Real-time computing; Embedded system; Operating system; Waste management; Engineering","score_opus":0.006378904889146479,"score_gpt":0.22725638914508994,"score_spread":0.22087748425594347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995140089","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":[0.99366766,0.001178862,0.001250497,0.0014114751,0.0015807025,0.00083000684,0.000004326098,0.000045988985,0.000030475001],"genre_scores_gemma":[0.99723774,0.000013451761,0.0016023632,0.000018450339,0.00024298203,0.000032577824,4.6690622e-7,0.000010698267,0.00084124005],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989291,0.000049134178,0.00026734098,0.00035882925,0.00022670988,0.00016892205],"domain_scores_gemma":[0.99865097,0.00017666898,0.00017342276,0.00070526,0.00026051485,0.00003315131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041684735,0.00014029143,0.00026472154,0.00008353131,0.000049294846,0.000077418656,0.00045962457,0.00010064638,0.000002892893],"category_scores_gemma":[0.000101193706,0.00008521243,0.00008144228,0.00030146976,0.000035339366,0.00023479766,0.00008580045,0.00013193468,0.0000030712517],"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":[0.000037102625,0.00002361864,0.0006835806,0.00014335201,0.00005386149,1.2954438e-7,0.00061370607,0.00012327955,0.9962703,0.00070289656,0.0002531998,0.0010949456],"study_design_scores_gemma":[0.00033405086,0.00015403243,0.0008487747,0.00018486209,0.000015868452,0.000006226084,0.00025461958,0.0022627348,0.99561864,0.00002597596,0.0001901266,0.00010411132],"about_ca_topic_score_codex":0.000059908438,"about_ca_topic_score_gemma":0.0000048676825,"teacher_disagreement_score":0.003570103,"about_ca_system_score_codex":0.000025096493,"about_ca_system_score_gemma":0.00004737459,"threshold_uncertainty_score":0.3474862},"labels":[],"label_agreement":null},{"id":"W3095398734","doi":"","title":"Analisis Optimasi Komunikasi Pada Jaringan Gprs Untuk Pelanggan Berbasis Automatic Meter Reading (AMR) Di PT. PLN (Persero) UP3 Bandung","year":2020,"lang":"id","type":"article","venue":"eProceedings of Engineering","topic":"IoT-based Control Systems","field":"Computer Science","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":"Positive Living North","funders":"","keywords":"Physics; General Packet Radio Service; Operating system; Computer science","score_opus":0.013885877478111543,"score_gpt":0.20157013816659336,"score_spread":0.18768426068848182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095398734","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":[0.8984742,0.0022195547,0.08611486,0.0032108058,0.0023623453,0.0013651575,0.00003410099,0.0017165283,0.0045024543],"genre_scores_gemma":[0.9760001,0.000043668097,0.02250911,0.00024075944,0.000799387,0.000058107722,0.000012515278,0.00019675256,0.00013964095],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9940844,0.00005569886,0.0016277353,0.0014933052,0.0012677216,0.00147113],"domain_scores_gemma":[0.9967571,0.00037026656,0.0007913888,0.0008163857,0.00045639952,0.0008084639],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010825281,0.0010535412,0.0016845925,0.00062485755,0.000274358,0.00081745046,0.0023756635,0.00040432735,0.000043694046],"category_scores_gemma":[0.0010702083,0.0011598091,0.0006081396,0.0022354957,0.000094798466,0.0017109221,0.00076641474,0.0009448597,0.00006941237],"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":[0.00017331794,0.00039631178,0.024478426,0.012324519,0.0036093213,0.00043156778,0.06871529,0.06118102,0.78802365,0.015989391,0.0033206216,0.02135657],"study_design_scores_gemma":[0.0013462852,0.00040953638,0.0031389708,0.001632675,0.00033689206,0.000053110507,0.001462486,0.9557284,0.03309973,0.0000067206456,0.0015174117,0.0012677449],"about_ca_topic_score_codex":0.00040818678,"about_ca_topic_score_gemma":0.0000038419025,"teacher_disagreement_score":0.8945474,"about_ca_system_score_codex":0.00040430616,"about_ca_system_score_gemma":0.00014907526,"threshold_uncertainty_score":0.9990852},"labels":[],"label_agreement":null},{"id":"W3112563839","doi":"","title":"HEMOTION (Alat Peraga Biologi Untuk Siswa SMA)","year":2019,"lang":"id","type":"other","venue":"Ubaya Repository (University of Surabaya)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Humanities; Art","score_opus":0.007840732533953594,"score_gpt":0.16141178044727722,"score_spread":0.15357104791332363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112563839","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":[0.073251024,0.003176456,0.033290025,0.001519168,0.017405774,0.002878746,0.00008438631,0.0008588397,0.8675356],"genre_scores_gemma":[0.45328987,0.00011705599,0.0009684537,0.00005909852,0.00051335106,9.578999e-7,0.0000394441,0.00012855041,0.54488325],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945408,0.0009555928,0.00063269556,0.0018578612,0.0010971345,0.00091591955],"domain_scores_gemma":[0.9945967,0.00030416166,0.0017775315,0.0024262718,0.0005495311,0.00034579475],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006916108,0.0008784483,0.0016426927,0.0006861758,0.0006494453,0.00019909204,0.0030497483,0.0013184935,0.00055703416],"category_scores_gemma":[0.000038495775,0.0010660186,0.0009330643,0.0007631728,0.0005945965,0.00068880373,0.00079001556,0.00078924163,0.00195861],"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":[0.0021250434,0.0048788907,0.15464297,0.0100345155,0.010343504,0.010320718,0.026468962,0.0019804456,0.24712804,0.04314007,0.42514798,0.06378884],"study_design_scores_gemma":[0.01289084,0.0035118593,0.065190166,0.00519783,0.0014669003,0.0011020524,0.006886166,0.050980903,0.0048549743,0.0001364279,0.84066564,0.007116243],"about_ca_topic_score_codex":0.0024191993,"about_ca_topic_score_gemma":0.00014406808,"teacher_disagreement_score":0.41551766,"about_ca_system_score_codex":0.000695257,"about_ca_system_score_gemma":0.00072471687,"threshold_uncertainty_score":0.999978},"labels":[],"label_agreement":null},{"id":"W3121242123","doi":"10.52643/jti.v6i2.1140","title":"Monitoring Konektivitas Internet Dengan Load Balancing Menggunakan Metode Equal Cost Multi Path Pada SMK Yadika 12 Depok","year":2021,"lang":"id","type":"article","venue":"Jurnal Teknologi Informasi","topic":"IoT-based Control Systems","field":"Computer Science","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":"Nicolet Chartrand Knoll (Canada)","funders":"","keywords":"Computer science; Operating system; The Internet; Computer network; Load balancing (electrical power); Mathematics","score_opus":0.03399224004050206,"score_gpt":0.26390605437085063,"score_spread":0.22991381433034858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121242123","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":[0.52404714,0.015553408,0.40515462,0.0012374391,0.033328295,0.002727379,0.000079613994,0.0018342624,0.016037852],"genre_scores_gemma":[0.98353964,0.00031881058,0.009931184,0.00050937815,0.0016537766,0.00011546182,0.000021919863,0.00008809517,0.003821728],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.991007,0.00083677226,0.0023779518,0.0012991877,0.0019433608,0.0025357616],"domain_scores_gemma":[0.99414957,0.0008343971,0.0013899752,0.0017935713,0.0010075029,0.0008250044],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024785877,0.001179637,0.0014810488,0.00039135417,0.0006651756,0.0019476716,0.0027440884,0.00082360837,0.000026318394],"category_scores_gemma":[0.0015618309,0.0011386103,0.00065436115,0.0010463765,0.00022774398,0.002946352,0.0019248851,0.002587771,0.00057922123],"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":[0.00064068806,0.0019522804,0.30164927,0.0015272842,0.003874931,0.029407412,0.029880779,0.0033007872,0.073642045,0.011758751,0.0024749248,0.5398908],"study_design_scores_gemma":[0.017806942,0.0024919542,0.0745814,0.005429369,0.00065223395,0.010246634,0.007969134,0.31504577,0.43119216,0.00018561237,0.12813897,0.006259806],"about_ca_topic_score_codex":0.00042005576,"about_ca_topic_score_gemma":0.00054502056,"teacher_disagreement_score":0.533631,"about_ca_system_score_codex":0.0021400847,"about_ca_system_score_gemma":0.002250708,"threshold_uncertainty_score":0.9997133},"labels":[],"label_agreement":null},{"id":"W3157921074","doi":"10.33060/jik/2021/vol10.iss1.190","title":"PENERAPAN IOT PADA SISTEM KEAMANAN PINTU RUMAH DENGAN ESP8266 MENGGUNAKAN METODE LOGIKA FUZZY","year":2021,"lang":"id","type":"article","venue":"Jurnal Ilmu Komputer","topic":"IoT-based Control Systems","field":"Computer Science","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Physics; Humanities; Art","score_opus":0.018240333234202877,"score_gpt":0.23539255477567889,"score_spread":0.217152221541476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3157921074","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":[0.26770964,0.02740355,0.53084564,0.06362043,0.06240567,0.0041132355,0.00016409092,0.0025495712,0.04118815],"genre_scores_gemma":[0.9408998,0.0001441747,0.0200851,0.006782301,0.008233824,0.000089100125,0.000045459223,0.00024300413,0.023477254],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.987279,0.0027780102,0.0023070967,0.0027934522,0.0022917446,0.0025506704],"domain_scores_gemma":[0.9924207,0.0006956823,0.0011372679,0.0033213943,0.0011772484,0.0012477138],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0023491504,0.0014618674,0.0019705102,0.0005903927,0.0010816572,0.00312461,0.003625717,0.00074928376,0.00015385995],"category_scores_gemma":[0.0001511302,0.0014396794,0.0013191293,0.0018449357,0.00025501716,0.0010306407,0.0017508448,0.0018460122,0.0016127944],"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":[0.0005128394,0.0051340116,0.005309963,0.0023995,0.0076833917,0.026258178,0.015831579,0.014342784,0.13243768,0.1104167,0.18738833,0.49228504],"study_design_scores_gemma":[0.008472441,0.001744023,0.009896718,0.0017308875,0.0007002277,0.0032952032,0.00049977936,0.19240272,0.034304198,0.0013720497,0.74085146,0.0047302986],"about_ca_topic_score_codex":0.00031800615,"about_ca_topic_score_gemma":0.0004365816,"teacher_disagreement_score":0.6731902,"about_ca_system_score_codex":0.0008777514,"about_ca_system_score_gemma":0.0016737278,"threshold_uncertainty_score":0.9998131},"labels":[],"label_agreement":null},{"id":"W3162382392","doi":"10.30871/aseect.v1i3.2359","title":"Sistem Pemantauan Faktor Daya Listrik Rumah Tangga Berbasis IoT","year":2020,"lang":"id","type":"article","venue":"Journal of Applied Sciences Electrical Engineering and Computer Technology","topic":"IoT-based Control Systems","field":"Computer Science","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":"Giro (Canada)","funders":"","keywords":"Operating system; Computer science; Laptop","score_opus":0.008245990598228363,"score_gpt":0.1904187393719721,"score_spread":0.18217274877374373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162382392","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":[0.11709938,0.0056946073,0.8599334,0.014052544,0.0016742898,0.00048490442,0.0000033813192,0.0005151512,0.00054235954],"genre_scores_gemma":[0.9599991,0.0000883906,0.038232323,0.0006750796,0.0009390638,0.000008373867,2.9075838e-7,0.000030003608,0.000027408774],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9957142,0.00006339569,0.0012886851,0.00089564844,0.000965645,0.0010724374],"domain_scores_gemma":[0.99771637,0.00034466622,0.000782826,0.0003894395,0.00021653085,0.00055014214],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090285856,0.00054185133,0.0012033966,0.0010012717,0.00033814923,0.00055040384,0.0027722912,0.0004750346,0.000003046554],"category_scores_gemma":[0.00011272718,0.00047806645,0.0002462057,0.0040939134,0.00036227296,0.00022482357,0.0005362914,0.0014696984,0.000019830179],"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":[0.0003188191,0.00059901836,0.0007401298,0.0006592898,0.00086349313,0.001131005,0.002099199,0.05799675,0.061943382,0.40847975,0.00595185,0.4592173],"study_design_scores_gemma":[0.0013560693,0.0033547096,0.00015042184,0.0001524371,0.00008399914,0.00081230275,0.000049581042,0.96996254,0.0043965494,0.00032027139,0.01873587,0.0006252772],"about_ca_topic_score_codex":0.000004850703,"about_ca_topic_score_gemma":5.9120964e-7,"teacher_disagreement_score":0.9119658,"about_ca_system_score_codex":0.00019061827,"about_ca_system_score_gemma":0.00041027734,"threshold_uncertainty_score":0.9997671},"labels":[],"label_agreement":null},{"id":"W3177436038","doi":"10.35957/jatisi.v8i2.543","title":"Monitoring Arus dan Tegangan Pembangkit Listrik Tenaga Surya Menggunakan Internet Off Things","year":2021,"lang":"id","type":"article","venue":"JATISI (Jurnal Teknik Informatika dan Sistem Informasi)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Physics; Electrical engineering; Inverter; Automotive engineering; Operating system; Engineering; Computer science; Voltage","score_opus":0.014850164981030693,"score_gpt":0.2296381274360478,"score_spread":0.2147879624550171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177436038","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":[0.3121667,0.018828772,0.035360612,0.00402792,0.036090437,0.0060236566,0.00024497576,0.0038459115,0.58341104],"genre_scores_gemma":[0.96653277,0.0009524832,0.0049689296,0.0025668936,0.0023197876,0.00020343931,0.0002793141,0.00022463071,0.021951761],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98408794,0.0007659792,0.0064112465,0.0012885955,0.0041579236,0.003288323],"domain_scores_gemma":[0.987547,0.0008651731,0.0041570566,0.003482026,0.002219804,0.0017289831],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","scholarly_communication"],"category_scores_codex":[0.0039829244,0.0021497493,0.0025788574,0.001100973,0.0014567728,0.0078034485,0.0053193904,0.0011468057,0.000054906966],"category_scores_gemma":[0.0009668073,0.0020735757,0.0014243224,0.002832636,0.0004143838,0.017061256,0.002698284,0.0034065587,0.00091177714],"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":[0.00055759103,0.0008794636,0.028833292,0.0059324633,0.0032233365,0.0026621956,0.12204657,0.0008223834,0.003607725,0.056214746,0.012847784,0.76237243],"study_design_scores_gemma":[0.008493091,0.0013567804,0.015515992,0.0068269214,0.0004520505,0.0054582627,0.01864234,0.06598142,0.05361729,0.00007693748,0.81887424,0.0047046943],"about_ca_topic_score_codex":0.00024059597,"about_ca_topic_score_gemma":0.0000814658,"teacher_disagreement_score":0.80602646,"about_ca_system_score_codex":0.0019843292,"about_ca_system_score_gemma":0.0025538113,"threshold_uncertainty_score":0.9998661},"labels":[],"label_agreement":null},{"id":"W3208588259","doi":"10.36040/jati.v5i2.3743","title":"PENERAPAN IoT (Internet of Things) TERHADAP RANCANG BANGUN SISTEM PERINGATAN BATASAN KECEPATAN DAN PENDETEKSI LOKASI KECELAKAAN BAGI PENGENDARA SEPEDA MOTOR BERBASIS ARDUINO","year":2021,"lang":"id","type":"article","venue":"JATI (Jurnal Mahasiswa Teknik Informatika)","topic":"IoT-based Control Systems","field":"Computer Science","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":"WiLAN (Canada)","funders":"","keywords":"Physics; Humanities; Operating system; Computer science; Art","score_opus":0.013401430656893788,"score_gpt":0.2205636293453129,"score_spread":0.20716219868841912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208588259","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":[0.774029,0.00899805,0.028249888,0.0037883031,0.012668455,0.0052858116,0.0009523438,0.0013563788,0.16467178],"genre_scores_gemma":[0.9651259,0.00017647202,0.01649932,0.0015438648,0.001023509,0.00018399977,0.00030802187,0.000242395,0.014896522],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9846969,0.0013945963,0.0053497744,0.001909373,0.0039318255,0.002717496],"domain_scores_gemma":[0.9880034,0.0007554525,0.003829675,0.004027161,0.0019134545,0.0014709007],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0029238937,0.002094797,0.0031166545,0.0011031887,0.0009889774,0.0027387964,0.005151256,0.00090754346,0.00059491134],"category_scores_gemma":[0.0006867641,0.002163589,0.0018372475,0.0020702425,0.00053063926,0.0047889277,0.0021490403,0.0023095957,0.0004337384],"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":[0.0036926777,0.0049697487,0.019099956,0.024718435,0.011840226,0.007246648,0.1936476,0.002426494,0.19176583,0.038546372,0.05386415,0.44818187],"study_design_scores_gemma":[0.017407605,0.0028954807,0.012797752,0.007857978,0.0015065223,0.0051172124,0.018102452,0.21116386,0.26130253,0.0001343923,0.4536454,0.008068815],"about_ca_topic_score_codex":0.000975751,"about_ca_topic_score_gemma":0.0005023872,"teacher_disagreement_score":0.44011307,"about_ca_system_score_codex":0.0012949549,"about_ca_system_score_gemma":0.002928933,"threshold_uncertainty_score":0.99999213},"labels":[],"label_agreement":null},{"id":"W4200509153","doi":"10.32920/16777663","title":"Development Of A Biaxial Testing Apparatus","year":2021,"lang":"en","type":"preprint","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"McMaster University; Toronto Metropolitan University","funders":"","keywords":"Arduino; Stepper; Microcontroller; Software; Computer science; Compression (physics); Mechanical engineering; Engineering; Embedded system; Materials science; Operating system; Composite material","score_opus":0.04876591414953791,"score_gpt":0.2533168718939898,"score_spread":0.20455095774445192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200509153","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043212872,0.00023714824,0.9322364,0.00008945122,0.0018431556,0.0003578703,0.0000010949066,0.0002552571,0.021766776],"genre_scores_gemma":[0.46529603,2.7423357e-7,0.53425384,0.00006201544,0.000099501325,0.00004867913,0.0000043126483,0.000008508442,0.00022686305],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977063,0.00009226013,0.00070387934,0.0006783288,0.00050837314,0.00031086928],"domain_scores_gemma":[0.9980289,0.00014222825,0.00036563294,0.0010359783,0.00033990314,0.00008735638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005660448,0.00024328593,0.00048631424,0.00014041062,0.00006354763,0.00027445774,0.0014288484,0.00019309642,0.000009660257],"category_scores_gemma":[0.00013021899,0.00022963178,0.00010517131,0.00034196096,0.000018816152,0.00009430393,0.0023782135,0.00030927372,0.000026566398],"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":[0.000025604937,0.000718488,0.0030504174,0.002759325,0.0008988012,0.00038678502,0.018062456,0.008722371,0.111653574,0.0440683,0.0020506145,0.80760324],"study_design_scores_gemma":[0.0024545866,0.00012267652,0.0064792545,0.0032186098,0.000063219115,0.00011255282,0.00047959067,0.8348197,0.13336806,0.0013319968,0.014391232,0.0031585246],"about_ca_topic_score_codex":0.00023532433,"about_ca_topic_score_gemma":0.00007148091,"teacher_disagreement_score":0.8260973,"about_ca_system_score_codex":0.000121521065,"about_ca_system_score_gemma":0.00220878,"threshold_uncertainty_score":0.9364112},"labels":[],"label_agreement":null},{"id":"W4231325585","doi":"10.31227/osf.io/xya5v","title":"IMPLEMENTASI MIKROKONTROLER ATMEGA328 DI BIDANG PERTANIAN DAN INDUSTRI","year":2018,"lang":"id","type":"preprint","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"WiLAN (Canada); Air Canada","funders":"","keywords":"Computer science","score_opus":0.02766778062477264,"score_gpt":0.26797806371494626,"score_spread":0.2403102830901736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231325585","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":[0.19547012,0.002022605,0.44996864,0.042112913,0.05086769,0.01622803,0.0008012908,0.003957156,0.23857155],"genre_scores_gemma":[0.9638505,0.000038463233,0.0036752676,0.0037236537,0.005783523,0.00050982845,0.00017533248,0.00021459053,0.022028832],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9877039,0.0012305888,0.0024585149,0.0037161876,0.0021369,0.0027538727],"domain_scores_gemma":[0.99077797,0.00040823664,0.001435289,0.005434338,0.00085897406,0.0010852208],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0023820181,0.0018925325,0.0020732875,0.00063749455,0.0008456521,0.002643004,0.0067613884,0.0015474423,0.0009604056],"category_scores_gemma":[0.00016852205,0.001726184,0.0010202782,0.00096947345,0.00037088772,0.00079942297,0.004939132,0.0020959359,0.002648082],"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":[0.0008700645,0.0035825262,0.11734974,0.0017528164,0.008834957,0.0018295685,0.016578296,0.0006686506,0.01911226,0.10688148,0.42666134,0.2958783],"study_design_scores_gemma":[0.011713692,0.0019489563,0.029983625,0.0015029632,0.0007404195,0.00032903466,0.0011717234,0.161853,0.0071905786,0.00053677463,0.7765571,0.0064721387],"about_ca_topic_score_codex":0.007234752,"about_ca_topic_score_gemma":0.0028513547,"teacher_disagreement_score":0.7683804,"about_ca_system_score_codex":0.0013886509,"about_ca_system_score_gemma":0.001698236,"threshold_uncertainty_score":0.99995285},"labels":[],"label_agreement":null},{"id":"W4286681559","doi":"10.53810/jt.v22i2.426","title":"PENGARUH KONDISI ISOLASI DIELEKTRIK TERHADAP KEHANDALAN TRANSFORMATOR TENAGA","year":2022,"lang":"id","type":"article","venue":"Teodolita Media Komunkasi Ilmiah di Bidang teknik","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Chemistry","score_opus":0.017227487298282235,"score_gpt":0.2221158404312908,"score_spread":0.20488835313300854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286681559","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":[0.5899286,0.053028975,0.036964376,0.05809342,0.095037155,0.021178672,0.004055887,0.010731866,0.13098103],"genre_scores_gemma":[0.98164034,0.00017856907,0.0011857866,0.0023662834,0.0022286824,0.0011465639,0.00028136422,0.00036798345,0.01060442],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98386794,0.0028521877,0.0027417326,0.0026547986,0.0041065365,0.0037768157],"domain_scores_gemma":[0.99038553,0.0024167956,0.0011287631,0.0040807943,0.00040991383,0.0015782237],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0042264787,0.001870786,0.0023534703,0.0013521281,0.00261682,0.0012655301,0.0074324384,0.000615433,0.00074559974],"category_scores_gemma":[0.00088331796,0.0018677965,0.0013249994,0.0028181123,0.0006105923,0.0017812426,0.0023530256,0.0033760362,0.0013206743],"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":[0.0039872765,0.009347276,0.018976167,0.0049517737,0.0039049536,0.0087720025,0.23724148,0.0012583015,0.060752552,0.1320303,0.32852417,0.19025375],"study_design_scores_gemma":[0.017477652,0.004201877,0.012139949,0.00080289465,0.0008795773,0.0016680841,0.013341394,0.032764353,0.0064641843,0.0012018434,0.9024542,0.0066040084],"about_ca_topic_score_codex":0.0012326175,"about_ca_topic_score_gemma":0.00035536272,"teacher_disagreement_score":0.57393,"about_ca_system_score_codex":0.0018421205,"about_ca_system_score_gemma":0.0017327047,"threshold_uncertainty_score":0.99977124},"labels":[],"label_agreement":null},{"id":"W4286809494","doi":"10.24076/joism.2022v4i1.766","title":"SIMULASI KONTROL DAN MONITORING RUMAH PINTAR DENGAN TEKNOLOGI INTERNET OF THINGS","year":2022,"lang":"id","type":"article","venue":"Journal of Information System Management (JOISM)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Physics; Internet of Things; Operating system; Computer science; Embedded system","score_opus":0.009793037184478057,"score_gpt":0.20870161501474918,"score_spread":0.19890857783027113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286809494","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":[0.15814206,0.0013824758,0.7910999,0.0013128638,0.024509903,0.003220984,0.000021085827,0.00031720864,0.019993482],"genre_scores_gemma":[0.99581015,0.000023759667,0.002761585,0.00026371848,0.00034519532,0.000048323687,0.0000047208337,0.000027008144,0.0007155587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99124855,0.00086826907,0.004184127,0.0002830533,0.002773606,0.0006424117],"domain_scores_gemma":[0.9908158,0.00019324593,0.007016735,0.0009097834,0.000845598,0.00021880738],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0054076733,0.00047718984,0.0011077917,0.0014644928,0.00041957575,0.0008093993,0.0032089045,0.00013197062,0.000020548234],"category_scores_gemma":[0.00009978743,0.0004548154,0.00055236823,0.0009890115,0.000056127767,0.005288472,0.0013534711,0.0009082592,0.00010901071],"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":[0.003783406,0.0017943648,0.032279853,0.031276118,0.014145689,0.0027788002,0.18677834,0.30127615,0.002332374,0.21619108,0.02509837,0.18226546],"study_design_scores_gemma":[0.017694313,0.0048714015,0.006801047,0.0069076624,0.0010338362,0.0019432164,0.12562868,0.7167523,0.0036682007,0.000075944314,0.11282363,0.001799783],"about_ca_topic_score_codex":0.00008685581,"about_ca_topic_score_gemma":8.6824815e-7,"teacher_disagreement_score":0.83766806,"about_ca_system_score_codex":0.001898936,"about_ca_system_score_gemma":0.00018808998,"threshold_uncertainty_score":0.9997904},"labels":[],"label_agreement":null},{"id":"W4293220740","doi":"10.30996/elsains.v4i1.6431","title":"Purwarupa Alat Komunikasi dan Monitoring Pada Rumah Sakit Menggunakan Li-Fi untuk Mengurangi Gangguan Gelombang Elektromagnetik Pada Alat Medis","year":2022,"lang":"id","type":"article","venue":"El Sains Jurnal Elektro","topic":"IoT-based Control Systems","field":"Computer Science","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":"Tellabs (Canada)","funders":"","keywords":"Physics; Humanities; Art","score_opus":0.011688353757124867,"score_gpt":0.23767040199506065,"score_spread":0.22598204823793577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293220740","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":[0.8903203,0.037523735,0.005743426,0.011408859,0.033433903,0.0047919652,0.0004702789,0.0019411183,0.014366404],"genre_scores_gemma":[0.9840047,0.0005621679,0.0018124409,0.0009865692,0.005692207,0.0005747081,0.00011564672,0.0004435614,0.0058080293],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97906595,0.0038383026,0.0032362062,0.0032186953,0.0059272107,0.0047136266],"domain_scores_gemma":[0.9899492,0.0013200032,0.0020804484,0.0040517044,0.00066034286,0.0019382738],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0049897996,0.002320084,0.002612969,0.0014045069,0.0044314046,0.0018734052,0.007380165,0.0006082996,0.000579941],"category_scores_gemma":[0.0004060881,0.0025535575,0.0014821741,0.003475925,0.0004259888,0.0020296283,0.0032658163,0.004474561,0.0003944209],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021410575,0.0045930254,0.056374203,0.0012853511,0.005932677,0.014380422,0.038386088,0.010711622,0.29625893,0.019380042,0.03650716,0.5140494],"study_design_scores_gemma":[0.024834318,0.010807728,0.052882586,0.0021768585,0.0019245022,0.0044116452,0.011895835,0.11064022,0.026369916,0.00093344937,0.74088854,0.012234411],"about_ca_topic_score_codex":0.002713658,"about_ca_topic_score_gemma":0.00039669033,"teacher_disagreement_score":0.70438135,"about_ca_system_score_codex":0.0040808464,"about_ca_system_score_gemma":0.0018329093,"threshold_uncertainty_score":0.9997423},"labels":[],"label_agreement":null},{"id":"W4311510613","doi":"10.18280/i2m.210504","title":"Monitoring and Automation of Temperature Control Based on Mobile Application Technology (MAT) for Precision Oyster Mushroom Cultivation","year":2022,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"IoT-based Control Systems","field":"Computer Science","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":"Universitas Ahmad Dahlan; Kementerian Riset, Teknologi dan Pendidikan Tinggi","keywords":"Oyster; Mushroom; Thermoelectric cooling; Computer science; Temperature control; Environmental science; Reading (process); Automation; Microcontroller; Air temperature; Real-time computing; Remote sensing; Automotive engineering; Computer hardware; Engineering; Thermoelectric effect; Meteorology; Mechanical engineering; Geology; Ecology; Biology","score_opus":0.009241657764630325,"score_gpt":0.26851103937320414,"score_spread":0.2592693816085738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311510613","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":[0.55501056,0.000076550365,0.43971092,0.0016881188,0.00078663917,0.0023872354,0.00004138044,0.00026768423,0.000030898413],"genre_scores_gemma":[0.9843406,0.000001835497,0.012337483,0.00015835765,0.00005955083,0.0030326908,0.000039122246,0.000013233595,0.00001712915],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981322,0.00025655056,0.00047942376,0.00047645604,0.00044142173,0.0002139001],"domain_scores_gemma":[0.9985134,0.00035505198,0.0004581717,0.00045196785,0.00018772842,0.000033666227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008684737,0.00017312153,0.00025940186,0.0004256856,0.00030430808,0.00006820024,0.00040875023,0.00014008893,0.0000026897885],"category_scores_gemma":[0.00010633113,0.00016757542,0.0000620447,0.0005027644,0.00003759721,0.00032940027,0.000068584,0.00017760626,0.0000022517784],"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":[0.0006539818,0.00031667788,0.04207472,0.0001528844,0.00007502829,0.000002023549,0.0007755748,0.12702349,0.56775725,0.0054607345,0.0003725746,0.25533506],"study_design_scores_gemma":[0.009712937,0.0027130127,0.027530115,0.00006938852,0.00004930173,0.0000108735,0.00061794685,0.81249547,0.1420669,0.0034720735,0.000846571,0.00041540858],"about_ca_topic_score_codex":0.000009714595,"about_ca_topic_score_gemma":0.0000011071081,"teacher_disagreement_score":0.685472,"about_ca_system_score_codex":0.00022321874,"about_ca_system_score_gemma":0.00007222354,"threshold_uncertainty_score":0.68335277},"labels":[],"label_agreement":null},{"id":"W4312459643","doi":"10.33322/kilat.v11i1.1531","title":"Evaluasi Distributed Control System pada PLTU dengan Failure Mode, Effect and Criticaly Analysis (FMECA)","year":2022,"lang":"en","type":"article","venue":"Kilat","topic":"IoT-based Control Systems","field":"Computer Science","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":"Positive Living North","funders":"","keywords":"Failure mode, effects, and criticality analysis; Failure mode and effects analysis; Reliability engineering; Preventive maintenance; Engineering; Maintenance engineering; Reliability (semiconductor); Power (physics)","score_opus":0.003341258025721911,"score_gpt":0.21540178693230336,"score_spread":0.21206052890658145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312459643","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":[0.15733756,0.0008031837,0.8361962,0.0020676365,0.0008542769,0.0012816609,0.0003678823,0.00071666925,0.00037494217],"genre_scores_gemma":[0.9986675,3.696262e-7,0.00057707774,0.00020341975,0.000102967126,0.0003107313,0.00004593437,0.000019563371,0.00007244194],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959023,0.0013324688,0.00045404656,0.0007880715,0.00093974354,0.0005833627],"domain_scores_gemma":[0.9976355,0.00077845267,0.00014310853,0.0010426522,0.00013632103,0.0002639658],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014358597,0.0003029612,0.0007753749,0.00027415444,0.00061811635,0.00036243198,0.0009705627,0.00008757603,0.000016128603],"category_scores_gemma":[0.00013481884,0.00027524354,0.00029217996,0.0013829806,0.000051440788,0.00027673703,0.0003597547,0.000351541,0.000023482095],"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":[0.0011413656,0.0009252525,0.17478855,0.0021609564,0.014886976,0.003843937,0.003428918,0.23318835,0.050221205,0.47233126,0.022850005,0.020233244],"study_design_scores_gemma":[0.0024268639,0.00030567643,0.0033375097,0.000020883173,0.00078449096,0.00008840823,0.00010356523,0.9904931,0.00031150458,0.00011395805,0.0016431451,0.00037087672],"about_ca_topic_score_codex":0.00023851324,"about_ca_topic_score_gemma":0.00006475962,"teacher_disagreement_score":0.84132993,"about_ca_system_score_codex":0.00037018824,"about_ca_system_score_gemma":0.00008680831,"threshold_uncertainty_score":0.99996996},"labels":[],"label_agreement":null},{"id":"W4321479672","doi":"10.33633/tc.v22i1.7166","title":"Estimasi Galat Sebagai Kompensasi Hasil Pembacaan Sensor Suhu Non-Sentuh Menggunakan Regresi Linier","year":2023,"lang":"id","type":"article","venue":"Techno Com","topic":"IoT-based Control Systems","field":"Computer Science","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":"Adidas (Canada)","funders":"","keywords":"Physics","score_opus":0.020202628914627298,"score_gpt":0.25860423858427795,"score_spread":0.23840160966965065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321479672","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":[0.51133347,0.0050917584,0.19390345,0.10654445,0.03921065,0.017199809,0.00046014393,0.039701518,0.08655474],"genre_scores_gemma":[0.9482588,0.0001091534,0.0043620067,0.0005978217,0.00092966104,0.00018387279,0.00006115506,0.00025135282,0.045246188],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99071234,0.0004246969,0.0016867539,0.0024613235,0.0021269957,0.0025878996],"domain_scores_gemma":[0.992219,0.00081180164,0.00082536816,0.004859289,0.00056975475,0.0007147989],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0023247616,0.0013138512,0.0016278803,0.0012480823,0.0010000839,0.0013958538,0.004389885,0.001020079,0.00010258291],"category_scores_gemma":[0.00044127865,0.0013558023,0.0006703809,0.004516286,0.00054663257,0.00087668217,0.0017590504,0.0016692535,0.011393172],"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":[0.0007344226,0.0024878054,0.031561285,0.0027586732,0.002411872,0.015189436,0.012286444,0.004914074,0.1335893,0.051933784,0.47706613,0.26506677],"study_design_scores_gemma":[0.0064594615,0.0012056519,0.012684607,0.0014283672,0.00031240817,0.00040759207,0.0007544859,0.7598077,0.02307204,0.0015035993,0.1887583,0.0036058095],"about_ca_topic_score_codex":0.00052090635,"about_ca_topic_score_gemma":0.00010098224,"teacher_disagreement_score":0.7548936,"about_ca_system_score_codex":0.0005328415,"about_ca_system_score_gemma":0.000682942,"threshold_uncertainty_score":0.9999613},"labels":[],"label_agreement":null},{"id":"W4367291408","doi":"10.46880/mtk.v8i2.1168","title":"RANCANGAN SISTEM NOTIFIKASI KEDATANGAN PEMBELI DENGAN SUARA MENGGUNAKAN ARDUINO","year":2022,"lang":"en","type":"article","venue":"METHODIKA Jurnal Teknik Informatika dan Sistem Informasi","topic":"IoT-based Control Systems","field":"Computer Science","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":"Buzzer; Arduino; Object (grammar); Computer science; Computer hardware; Liquid-crystal display; Computer graphics (images); Embedded system; Artificial intelligence; Electrical engineering; Operating system; Engineering","score_opus":0.01502311487454377,"score_gpt":0.2357445708984816,"score_spread":0.22072145602393783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367291408","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":[0.10600029,0.0036465288,0.51578045,0.003899028,0.018009337,0.008800642,0.00035921432,0.0065960255,0.33690846],"genre_scores_gemma":[0.9006764,0.00007816953,0.083299525,0.0073214555,0.00089460687,0.0014619364,0.0004396799,0.00022565773,0.0056025134],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98781145,0.001632819,0.00382422,0.00092625176,0.003542158,0.0022630775],"domain_scores_gemma":[0.9918892,0.00092067395,0.0023242298,0.0032768208,0.0006049052,0.0009841707],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00953659,0.0012329672,0.0016722606,0.001248721,0.0029619588,0.0017912358,0.00639951,0.00030476283,0.000037586975],"category_scores_gemma":[0.00044423257,0.0012023541,0.00085051754,0.0025982168,0.00021036698,0.0066595636,0.0025999718,0.0023175983,0.00018321857],"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":[0.00061654043,0.0005226746,0.0036783053,0.0014858833,0.0010832292,0.00048374123,0.034850944,0.010353739,0.00535725,0.43342218,0.0066729514,0.50147253],"study_design_scores_gemma":[0.00479536,0.0008816505,0.0016164809,0.00013008443,0.00011488847,0.0020948264,0.0051123607,0.05816995,0.0068830894,0.00025455948,0.91793156,0.002015191],"about_ca_topic_score_codex":0.000070491005,"about_ca_topic_score_gemma":0.000040317205,"teacher_disagreement_score":0.9112586,"about_ca_system_score_codex":0.0014757997,"about_ca_system_score_gemma":0.0011154753,"threshold_uncertainty_score":0.9999841},"labels":[],"label_agreement":null},{"id":"W4375827622","doi":"10.46880/mtk.v9i1.1183","title":"RANCANGAN SISTEM NOTIFIKASI KEDATANGAN PEMBELI DENGAN SUARA MENGGUNAKAN ARDUINO","year":2023,"lang":"id","type":"article","venue":"METHODIKA Jurnal Teknik Informatika dan Sistem Informasi","topic":"IoT-based Control Systems","field":"Computer Science","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":"Humanities; Physics; Art","score_opus":0.03273503605153607,"score_gpt":0.279300126269073,"score_spread":0.24656509021753695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4375827622","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":[0.17082533,0.008812223,0.18192413,0.008107312,0.055016756,0.019971058,0.0010172512,0.017116023,0.5372099],"genre_scores_gemma":[0.8379048,0.0025259827,0.05533026,0.011164198,0.0067918054,0.0020163823,0.0027325493,0.0012768927,0.08025711],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.976369,0.0025830516,0.008287594,0.0018389364,0.00548268,0.005438712],"domain_scores_gemma":[0.98276824,0.0025549321,0.0047854446,0.00554738,0.0018457106,0.002498282],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.017577805,0.0030055204,0.0039062253,0.0030306017,0.0031106153,0.00573092,0.008346383,0.0015147835,0.00003799694],"category_scores_gemma":[0.0017790964,0.0029071146,0.0019740313,0.0075238096,0.00073059974,0.01194218,0.0029022323,0.0037988054,0.004724555],"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":[0.0013387807,0.00070584187,0.0060363216,0.011678966,0.0038957228,0.0017545284,0.082460955,0.004564118,0.008699743,0.15897779,0.02768963,0.6921976],"study_design_scores_gemma":[0.008046772,0.0012231688,0.0067303926,0.0017804063,0.0004958822,0.0015385754,0.008200174,0.10542098,0.01331863,0.00014732812,0.8488965,0.004201188],"about_ca_topic_score_codex":0.0001370396,"about_ca_topic_score_gemma":0.00016427506,"teacher_disagreement_score":0.82120687,"about_ca_system_score_codex":0.0018147121,"about_ca_system_score_gemma":0.002565645,"threshold_uncertainty_score":0.9997815},"labels":[],"label_agreement":null},{"id":"W4381621764","doi":"10.31315/psb.v4i1.8907","title":"Karakteristik dan Potensi Mata Air Panas Untuk Pengeringan Biji Kopi Di Candi Gedong Songo, Desa Candi, Kecamatan Bandungan, Kabupaten Semarang, Provinsi Jawa Tengah","year":2023,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Teknik Lingkungan Kebumian SATU BUMI","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Physics; Chemistry","score_opus":0.019786143206998025,"score_gpt":0.24246377434642785,"score_spread":0.22267763113942982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381621764","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":[0.97078156,0.0061917813,0.0020453604,0.003706349,0.0073098587,0.005320767,0.00069319253,0.0037937828,0.00015735283],"genre_scores_gemma":[0.98257726,0.00032588327,0.0017102011,0.0005227653,0.0030406192,0.00058235903,0.0006603483,0.000747125,0.00983345],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9815275,0.0019400781,0.003221295,0.0047794455,0.0036186927,0.00491298],"domain_scores_gemma":[0.98860675,0.001708058,0.002128849,0.0040757037,0.0013891811,0.0020914518],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005668861,0.0029733146,0.003214258,0.0021297925,0.0038789674,0.0025287,0.0052413093,0.0016172366,0.000002458937],"category_scores_gemma":[0.0017549144,0.0030245588,0.0012138785,0.0049487757,0.0008187859,0.0019035479,0.002942449,0.0034770048,0.00077167316],"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":[0.0007192917,0.00084344327,0.0045423885,0.002699739,0.00080582127,0.0035590213,0.00777203,0.0005099312,0.9579889,0.0027593055,0.010795287,0.0070048356],"study_design_scores_gemma":[0.007398705,0.0018391312,0.035255853,0.010503549,0.0007837661,0.0018617865,0.0024850739,0.05488516,0.8548886,0.0002571633,0.023583686,0.0062575],"about_ca_topic_score_codex":0.0032880597,"about_ca_topic_score_gemma":0.0009266236,"teacher_disagreement_score":0.103100285,"about_ca_system_score_codex":0.0021269277,"about_ca_system_score_gemma":0.00300399,"threshold_uncertainty_score":0.99967885},"labels":[],"label_agreement":null},{"id":"W4382287925","doi":"10.59697/jtik.v7i1.24","title":"RANCANGAN SISTEM NOTIFIKASI KEDATANGAN PEMBELI DENGAN SUARA MENGGUNAKAN ARDUINO","year":2023,"lang":"id","type":"article","venue":"JTIK (Jurnal Teknik Informatika Kaputama)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Humanities; Physics; Art","score_opus":0.020911060135689892,"score_gpt":0.24925379995299168,"score_spread":0.2283427398173018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382287925","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":[0.71586853,0.0068276883,0.0340013,0.018057125,0.053751044,0.012652654,0.0017548646,0.013317062,0.14376971],"genre_scores_gemma":[0.97295505,0.00037697554,0.0014282437,0.0027806493,0.0032846339,0.00030872622,0.00044003304,0.0003090062,0.018116668],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98437864,0.0011258267,0.0044521694,0.0017200466,0.0042570923,0.0040662014],"domain_scores_gemma":[0.9892782,0.0012285832,0.0025367432,0.0040402524,0.0011324334,0.0017838156],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00568451,0.0020270012,0.0024553116,0.002132616,0.002131028,0.004095005,0.006249744,0.0010533573,0.00011853563],"category_scores_gemma":[0.0007713275,0.002012136,0.0011785958,0.005528253,0.00050594826,0.006107475,0.0019232383,0.0028497353,0.018016847],"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":[0.0015102946,0.0015476531,0.009862272,0.008386644,0.004877151,0.0057313708,0.08166447,0.007936693,0.02511338,0.06689899,0.42331165,0.36315942],"study_design_scores_gemma":[0.01107089,0.0017055108,0.01494514,0.0022889476,0.00045124904,0.0017020616,0.004732819,0.27232745,0.00992958,0.00044818418,0.67543393,0.00496422],"about_ca_topic_score_codex":0.00038986545,"about_ca_topic_score_gemma":0.00027628228,"teacher_disagreement_score":0.3581952,"about_ca_system_score_codex":0.0012924302,"about_ca_system_score_gemma":0.001931204,"threshold_uncertainty_score":0.99945074},"labels":[],"label_agreement":null},{"id":"W4385386556","doi":"10.18280/ijsse.130301","title":"Prototyping an IoT-Platform Embedded Device to Prevent the Failure of the Battery System at the Kedungbadak-Bogor Substation","year":2023,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT-based Control Systems","field":"Computer Science","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":"Battery (electricity); Embedded system; Internet of Things; Rapid prototyping; Computer science; Engineering; Reliability engineering; Automotive engineering; Mechanical engineering; Physics","score_opus":0.007421764349528845,"score_gpt":0.2251366159260995,"score_spread":0.21771485157657064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385386556","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":[0.8831331,0.00031975046,0.09964968,0.013083048,0.0026557457,0.0009913994,0.000021767239,0.00007251928,0.000072971416],"genre_scores_gemma":[0.9992023,0.000008845192,0.00035883198,0.00012505068,0.0002542611,0.000015251065,0.0000014285652,0.000008507937,0.000025515887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853,0.0000792531,0.00049436855,0.00012324058,0.00062009745,0.0001530723],"domain_scores_gemma":[0.99885374,0.00026827696,0.00029408457,0.00023970571,0.00028535616,0.000058814767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012297368,0.000111305475,0.0001553938,0.000107722175,0.00013631246,0.00011750571,0.0011187961,0.00003970535,0.000002434671],"category_scores_gemma":[0.00008843075,0.000061118866,0.00009511538,0.0002814371,0.000019090536,0.0003201246,0.00021408951,0.00021533878,0.0000038612316],"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":[0.0006808579,0.00017854321,0.0015058414,0.0008227779,0.0014084446,0.00014400901,0.07664749,0.7263697,0.047708582,0.1144597,0.0012062378,0.028867869],"study_design_scores_gemma":[0.0008363642,0.00011887106,0.010009749,0.0010933763,0.00003460799,0.0006291188,0.001321448,0.96722215,0.008689956,0.00021071767,0.0096055465,0.00022811274],"about_ca_topic_score_codex":0.000024596098,"about_ca_topic_score_gemma":0.000056820776,"teacher_disagreement_score":0.24085248,"about_ca_system_score_codex":0.00017120315,"about_ca_system_score_gemma":0.000060752867,"threshold_uncertainty_score":0.2492355},"labels":[],"label_agreement":null},{"id":"W4386419384","doi":"10.60076/indotech.v1i2.42","title":"Internet Of Things Based Milling Machine Design Using Esp8266 Nodemcu","year":2023,"lang":"id","type":"article","venue":"Indonesian Journal of Education And Computer Science","topic":"IoT-based Control Systems","field":"Computer Science","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":"Operating system; Computer science; Physics; Embedded system","score_opus":0.03777651286154861,"score_gpt":0.2753423350130097,"score_spread":0.2375658221514611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386419384","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":[0.16837676,0.00078306237,0.8237648,0.0010240258,0.00576875,0.00021451498,7.562447e-7,0.000025562207,0.000041764084],"genre_scores_gemma":[0.88452417,0.00001704571,0.11437024,0.0006242724,0.000379915,0.0000019445429,5.061783e-7,0.000016226419,0.00006571436],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959973,0.00046003755,0.0012841616,0.0005510791,0.0011590905,0.00054834277],"domain_scores_gemma":[0.99580514,0.0003924817,0.0016379663,0.0005188664,0.0012172437,0.00042832046],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0051109334,0.00030602212,0.0005766104,0.001696395,0.00030963912,0.00079151866,0.0021589648,0.00010005917,0.0000073298074],"category_scores_gemma":[0.00012671063,0.00027884523,0.00017037132,0.0029494746,0.0005019445,0.0018217437,0.00028254782,0.00038082455,0.000013675419],"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":[0.00056770054,0.002581023,0.047613956,0.0013455596,0.00036166314,0.00037295933,0.068213776,0.062041037,0.101385996,0.012091308,0.0032039962,0.700221],"study_design_scores_gemma":[0.0008074932,0.00055057835,0.0050834985,0.0011163278,0.000036278674,0.0003665606,0.00015220181,0.985618,0.005652673,0.00022661028,0.000117106654,0.00027267507],"about_ca_topic_score_codex":0.00010463025,"about_ca_topic_score_gemma":8.4510157e-7,"teacher_disagreement_score":0.92357695,"about_ca_system_score_codex":0.00019971743,"about_ca_system_score_gemma":0.0042879526,"threshold_uncertainty_score":0.9999664},"labels":[],"label_agreement":null},{"id":"W4386420370","doi":"10.60076/indotech.v1i2.60","title":"Design and Build of a Microcontroller Robot Arm with Smartphone Control Based on the Internet of Things","year":2023,"lang":"id","type":"article","venue":"Indonesian Journal of Education And Computer Science","topic":"IoT-based Control Systems","field":"Computer Science","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":"Computer science; Humanities; Operating system; Art","score_opus":0.011312221091190604,"score_gpt":0.22541243410962186,"score_spread":0.21410021301843127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386420370","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":[0.1413624,0.00035229596,0.85032773,0.0060370094,0.0012855609,0.0005516231,8.219857e-7,0.000011636014,0.0000709389],"genre_scores_gemma":[0.9833166,0.000012607583,0.015036581,0.0013984515,0.00014893769,0.000011152379,1.7203496e-7,0.000011993269,0.00006351312],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967988,0.0005168767,0.00092678494,0.00043795846,0.000936283,0.00038329963],"domain_scores_gemma":[0.99543804,0.0010696686,0.0015544074,0.0005006043,0.0011797103,0.00025755333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043412955,0.00027385633,0.00062641833,0.00086668396,0.00020329755,0.0004328632,0.0014361687,0.00006898784,0.000006365342],"category_scores_gemma":[0.00009041867,0.00017490736,0.00009288323,0.0017376915,0.00088589895,0.00067767844,0.00011173593,0.00031643815,0.0000038069575],"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":[0.0071162647,0.006376466,0.038999844,0.0012196806,0.0011262911,0.00021993353,0.090602785,0.049307924,0.07900568,0.026455013,0.008229788,0.6913403],"study_design_scores_gemma":[0.0047344994,0.003604418,0.0376689,0.001368187,0.00007561071,0.00035132022,0.00032516717,0.9449858,0.0062408247,0.00026080053,0.00009543733,0.00028902202],"about_ca_topic_score_codex":0.000045045243,"about_ca_topic_score_gemma":0.0000011643784,"teacher_disagreement_score":0.89567786,"about_ca_system_score_codex":0.00006549454,"about_ca_system_score_gemma":0.0024614814,"threshold_uncertainty_score":0.71325153},"labels":[],"label_agreement":null},{"id":"W4387216863","doi":"10.59697/jik.v4i1.346","title":"PENERAPAN INTERNET OF THINGS PADA SISTEM KONTROL PENERANGAN RUMAH BERBASIS WEB APPLICATION MENGGUNAKAN METODE LOGIKA FUZZY","year":2020,"lang":"en","type":"article","venue":"Jurnal Informatika Kaputama (JIK)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Microcontroller; Computer science; Fuzzy logic; Internet of Things; Forgetting; The Internet; Home automation; Fuzzy control system; Multimedia; Real-time computing; Embedded system; Artificial intelligence; World Wide Web; Telecommunications","score_opus":0.011931955950892768,"score_gpt":0.20910259262944375,"score_spread":0.19717063667855098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387216863","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":[0.10258607,0.00068261265,0.81778276,0.021449553,0.0012942322,0.0024619035,0.00005699998,0.0012258183,0.052460082],"genre_scores_gemma":[0.98428595,0.000011608952,0.009498189,0.0053924858,0.0003839094,0.00012746119,0.000035928253,0.000037582377,0.00022686331],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99547285,0.0002935506,0.0018077982,0.0005473788,0.001189785,0.000688616],"domain_scores_gemma":[0.99657214,0.00022315902,0.001350646,0.0009890636,0.0003849738,0.00048003896],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012075026,0.00052407046,0.0009179251,0.00030703587,0.00020875255,0.000540494,0.0025846832,0.0002355133,0.000018396362],"category_scores_gemma":[0.000113391994,0.000464415,0.00041850866,0.00089293346,0.000092230046,0.0031426256,0.0004896889,0.0006011664,0.0002431765],"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":[0.0006765768,0.00058216194,0.0033651367,0.0019233687,0.0015465347,0.00008262857,0.04880994,0.010911502,0.10940777,0.27669322,0.03542204,0.5105791],"study_design_scores_gemma":[0.0029989437,0.0005504236,0.0005646131,0.00012401551,0.00007915917,0.00009044842,0.00038536233,0.9007883,0.014453673,0.00038194322,0.078837864,0.00074523874],"about_ca_topic_score_codex":0.00034821266,"about_ca_topic_score_gemma":0.000026104772,"teacher_disagreement_score":0.88987684,"about_ca_system_score_codex":0.0002198173,"about_ca_system_score_gemma":0.00030184851,"threshold_uncertainty_score":0.9997808},"labels":[],"label_agreement":null},{"id":"W4387364801","doi":"10.59934/jaiea.v3i1.308","title":"Design of an Automatic Water Faucet System Using the IOT Based HC-SR04 Sensor","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Microcontroller; Internet of Things; Computer science; Context (archaeology); Container (type theory); Arduino; Software; Node (physics); Relay; Embedded system; Engineering; Operating system","score_opus":0.0465538682742802,"score_gpt":0.2655770238126332,"score_spread":0.219023155538353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387364801","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":[0.08366102,0.000056325076,0.9153751,0.00028434617,0.00021568156,0.00029275485,0.0000018493633,0.000108624976,0.000004284331],"genre_scores_gemma":[0.95088136,0.0000028483946,0.048857246,0.00001724215,0.0001926192,0.000028443084,7.205936e-7,0.000015570698,0.000003957103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998451,0.000091674694,0.0007188185,0.00017105215,0.0003103789,0.00025707824],"domain_scores_gemma":[0.9987519,0.00026367404,0.00023490061,0.00044168186,0.00021189431,0.000095979536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013518888,0.00014066472,0.00026531966,0.00031912245,0.00015807585,0.00015711282,0.0006232274,0.000062941624,0.0000018744739],"category_scores_gemma":[0.000031616586,0.00009488728,0.000077853845,0.00063179247,0.000041581134,0.00018773861,0.000044245287,0.00015489306,0.000020095109],"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":[0.000005830664,0.000027276852,0.000004000057,0.000085515276,0.000027699753,0.000008174281,0.0004905414,0.8132025,0.16994537,0.004438983,0.000007215452,0.011756887],"study_design_scores_gemma":[0.00003259705,0.000071363276,0.000022301829,0.00008932823,0.000024530329,0.00006639908,0.00029102663,0.92193776,0.07704772,0.00021349071,0.000102512924,0.00010098595],"about_ca_topic_score_codex":0.000019488965,"about_ca_topic_score_gemma":7.7817356e-7,"teacher_disagreement_score":0.86722034,"about_ca_system_score_codex":0.00006655416,"about_ca_system_score_gemma":0.00007404718,"threshold_uncertainty_score":0.38693908},"labels":[],"label_agreement":null},{"id":"W4387376597","doi":"10.59934/jaiea.v3i1.255","title":"IoT-based Hydroponic Plant Monitoring System","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Control Systems","field":"Computer Science","cited_by":4,"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":"SAFER; Microcontroller; Automation; Arduino; Computer science; Software; Embedded system; Internet of Things; Factory (object-oriented programming); Real-time computing; Engineering; Operating system; Computer security","score_opus":0.025949469621198592,"score_gpt":0.24748572920685977,"score_spread":0.22153625958566117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387376597","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":[0.039667867,0.00034409144,0.9583211,0.0003843369,0.0007766428,0.00019273064,0.000004166301,0.00026749916,0.000041564923],"genre_scores_gemma":[0.9903684,0.000024206402,0.008913042,0.000010168949,0.00060297747,0.00005137032,0.0000011639968,0.000017156379,0.000011459485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998449,0.000027568458,0.00066104747,0.0002189925,0.0003368495,0.0003065288],"domain_scores_gemma":[0.9988593,0.00023359864,0.00023530326,0.00036578198,0.00014729172,0.0001587293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073977566,0.00015814517,0.00025896277,0.0004857113,0.00015504625,0.0002051883,0.0006253528,0.000076569864,9.1614567e-7],"category_scores_gemma":[0.000040066287,0.00014957317,0.000103095044,0.00096240285,0.00002509211,0.00017909834,0.000054565677,0.0002341419,0.00008971229],"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":[0.000027127538,0.000093058115,0.00024417872,0.0003095002,0.00011148884,0.00011186598,0.0005556617,0.6803815,0.07140019,0.1351244,0.00016562895,0.111475445],"study_design_scores_gemma":[0.000051094197,0.00008419141,0.0002159549,0.0001992628,0.000018864404,0.0000922881,0.00023840513,0.9581424,0.03783303,0.00033628455,0.0025974796,0.00019077078],"about_ca_topic_score_codex":0.000016820399,"about_ca_topic_score_gemma":0.000001134392,"teacher_disagreement_score":0.9507006,"about_ca_system_score_codex":0.00012289284,"about_ca_system_score_gemma":0.00009460371,"threshold_uncertainty_score":0.6099417},"labels":[],"label_agreement":null},{"id":"W4387401647","doi":"10.59934/jaiea.v3i1.332","title":"Design Of Electric Switching Systems For Electronic Equipment In Home Based Internet of Thing (IoT)","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Microcontroller; Computer science; Android (operating system); Internet of Things; Embedded system; Electronics; Incandescent light bulb; Computer hardware; Mobile device; The Internet; Electrical engineering; Operating system; Engineering","score_opus":0.02820018286927378,"score_gpt":0.2563137351119752,"score_spread":0.2281135522427014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387401647","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":[0.036108274,0.0007832193,0.9623432,0.00011057849,0.0001613747,0.0004554224,9.009018e-7,0.00003396561,0.0000030337808],"genre_scores_gemma":[0.99119854,0.00005981994,0.008546798,0.0000068742775,0.00007884218,0.00009103685,6.813773e-7,0.000013097402,0.0000042893826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828833,0.000042398013,0.00094382605,0.00017472857,0.00024393132,0.00030678543],"domain_scores_gemma":[0.99858207,0.0005375282,0.00042088763,0.00022032834,0.00018227397,0.000056893063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017618156,0.00012554528,0.00034352532,0.0007809664,0.000033915152,0.000065819644,0.0005298769,0.00006342692,4.5116454e-7],"category_scores_gemma":[0.00007267362,0.000121467136,0.00008201342,0.0010724027,0.000011304655,0.00014995298,0.00003485231,0.00019212256,0.0000021332964],"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":[0.000030803563,0.000052303007,0.000032359207,0.00015970244,0.00003580216,0.0000017326483,0.00047196195,0.7982519,0.14697656,0.035704114,0.0000129859045,0.018269766],"study_design_scores_gemma":[0.00007716234,0.00023872472,0.000044803284,0.0001685986,0.000012800283,0.000009770752,0.000079034355,0.95602936,0.0415137,0.0016138812,0.00010954372,0.000102635335],"about_ca_topic_score_codex":0.000049848553,"about_ca_topic_score_gemma":0.0000019859813,"teacher_disagreement_score":0.9550903,"about_ca_system_score_codex":0.0001276901,"about_ca_system_score_gemma":0.00016463884,"threshold_uncertainty_score":0.4953286},"labels":[],"label_agreement":null},{"id":"W4387402050","doi":"10.59934/jaiea.v3i1.354","title":"Decision Support System at PDAM Tirta Sari City of Binjai Using the Decision Tree Method in Determining Maintenance Actions for Clean Water Distribution Networks","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Decision tree; Ranking (information retrieval); Distribution (mathematics); Water supply; Mathematics; Operations research; Computer science; Artificial intelligence; Environmental engineering; Environmental science","score_opus":0.049998548142891265,"score_gpt":0.3156455290797811,"score_spread":0.2656469809368898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387402050","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":[0.10417872,0.000034904453,0.89485395,0.00013324071,0.00041920118,0.00033018398,0.000008732727,0.00003693557,0.0000041111916],"genre_scores_gemma":[0.9537267,0.00002272004,0.045996673,0.000008204658,0.00017134819,0.000048661517,0.0000054360003,0.000013014784,0.000007224598],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99819237,0.000043304124,0.0009541399,0.00023714996,0.00025548736,0.00031756278],"domain_scores_gemma":[0.9981476,0.0008557996,0.00030502738,0.00036487647,0.0002454496,0.000081245475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020332038,0.00014452258,0.0003030194,0.00027673168,0.00023709047,0.00010732016,0.0005122925,0.00009738948,0.000001109882],"category_scores_gemma":[0.0001226563,0.000102499325,0.00013595528,0.00077492755,0.000033419492,0.00026514096,0.00012436158,0.00019427696,0.000003922622],"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":[0.000061449864,0.000028772463,0.00015723096,0.00003555962,0.000022396973,0.000004762821,0.00029292388,0.69115657,0.013624576,0.006473191,0.000061684696,0.2880809],"study_design_scores_gemma":[0.00008088502,0.00007426899,0.00053038326,0.00018168481,0.000023930712,0.000086343774,0.0002667593,0.98395187,0.013215193,0.0006558447,0.0008219579,0.000110902285],"about_ca_topic_score_codex":0.00002804682,"about_ca_topic_score_gemma":0.000045794546,"teacher_disagreement_score":0.849548,"about_ca_system_score_codex":0.00023127795,"about_ca_system_score_gemma":0.000044547483,"threshold_uncertainty_score":0.41798013},"labels":[],"label_agreement":null},{"id":"W4387932141","doi":"10.55340/jiu.v12i1.1299","title":"Peringatan Dini Banjir Menggunakan Multi Sensor Pada Prototype Aliran Sungai Berbasis Internet of Things","year":2023,"lang":"id","type":"article","venue":"JURNAL INFORMATIKA","topic":"IoT-based Control Systems","field":"Computer Science","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":"WiLAN (Canada)","funders":"","keywords":"Physics; Operating system; Forestry; Computer science; Geography","score_opus":0.024076154337443496,"score_gpt":0.2554798167189473,"score_spread":0.2314036623815038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387932141","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":[0.90100217,0.00077561487,0.043334883,0.0037449284,0.0097060045,0.008441631,0.00022734294,0.0020517588,0.030715657],"genre_scores_gemma":[0.9883574,0.000058706522,0.0047266725,0.00087167503,0.0002950223,0.00016076116,0.000038314407,0.00007250141,0.0054189423],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9941033,0.00032623066,0.0023369065,0.0005501868,0.0014623008,0.0012210509],"domain_scores_gemma":[0.99594426,0.0003534315,0.0014145523,0.0012978372,0.0005296076,0.0004603111],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022134387,0.0006881028,0.0010462399,0.0007235255,0.00029957347,0.00079694705,0.0023117124,0.00033783755,0.00007609335],"category_scores_gemma":[0.00030376206,0.0006252995,0.00049450534,0.0015993364,0.00020058862,0.0034240372,0.0008770077,0.00095622294,0.0015829407],"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":[0.0023913952,0.0014100468,0.038622588,0.013075852,0.0041704834,0.0014381025,0.60550904,0.0031117855,0.018559784,0.021530481,0.05470335,0.23547707],"study_design_scores_gemma":[0.0043207956,0.0015291051,0.009447345,0.0017924083,0.00010943635,0.00022208196,0.0027313365,0.8773919,0.01443911,0.00004962602,0.086552136,0.0014147321],"about_ca_topic_score_codex":0.0015052747,"about_ca_topic_score_gemma":0.00005755417,"teacher_disagreement_score":0.8742801,"about_ca_system_score_codex":0.00028427117,"about_ca_system_score_gemma":0.00046438153,"threshold_uncertainty_score":0.99961984},"labels":[],"label_agreement":null},{"id":"W4400220801","doi":"10.35718/specta.v8i1.1171","title":"Rancang Bangun Monitoring dan Pengendali Suhu, pH dan Kekeruhan Air pada Smart Akuarium","year":2024,"lang":"id","type":"article","venue":"SPECTA Journal of Technology","topic":"IoT-based Control Systems","field":"Computer Science","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":"Inuit Tapiriit Kanatami","funders":"","keywords":"Physics; Environmental science","score_opus":0.009891680490453069,"score_gpt":0.2429011547061959,"score_spread":0.2330094742157428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400220801","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":[0.64966834,0.15136132,0.045822002,0.060037207,0.08400606,0.0013848433,0.000033788816,0.0018813777,0.0058050635],"genre_scores_gemma":[0.99171895,0.00035976683,0.0029842833,0.00007162635,0.003458668,0.000014995633,0.0000011526611,0.00010891675,0.0012816628],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9943319,0.00032834665,0.0017967452,0.0009882733,0.0011395066,0.0014152238],"domain_scores_gemma":[0.99631214,0.00027808748,0.00097517564,0.0014792562,0.000591753,0.00036357564],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016035691,0.0007218492,0.0013230657,0.0023728083,0.00035848928,0.00063276023,0.0037578207,0.0007670104,0.00004102031],"category_scores_gemma":[0.0003365772,0.0006792706,0.0006742803,0.0025886784,0.00039598433,0.0009587986,0.00075685995,0.0028162505,0.00021141088],"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":[0.00042550315,0.0008827224,0.052455712,0.0023314422,0.0043399204,0.040055577,0.006073996,0.0002662615,0.56050295,0.09599811,0.012955302,0.22371252],"study_design_scores_gemma":[0.008949927,0.0073717795,0.015942238,0.013898098,0.0013916438,0.036649898,0.007843272,0.018027069,0.49599525,0.0076998933,0.38189986,0.004331076],"about_ca_topic_score_codex":0.00020659085,"about_ca_topic_score_gemma":0.00008125188,"teacher_disagreement_score":0.36894456,"about_ca_system_score_codex":0.0010428949,"about_ca_system_score_gemma":0.0010741226,"threshold_uncertainty_score":0.99956584},"labels":[],"label_agreement":null},{"id":"W4403905554","doi":"10.59934/jaiea.v4i1.636","title":"Design of a Safe Security System Based on Internet of Things Using Face and Fingerprint Detection","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Fingerprint (computing); Computer science; The Internet; Face (sociological concept); Computer security; Internet of Things; Internet privacy; Biometrics; Fingerprint recognition; Artificial intelligence; Computer vision; World Wide Web; Sociology","score_opus":0.02338016431141241,"score_gpt":0.24257746906465086,"score_spread":0.21919730475323845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403905554","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":[0.02576239,0.00044362905,0.97327906,0.00006593187,0.00020507789,0.0001929661,0.0000010992361,0.000036688816,0.0000131575935],"genre_scores_gemma":[0.97573245,0.000011127271,0.024170555,0.0000067162946,0.000061377104,0.000007585813,1.1208314e-7,0.000008653191,0.000001401103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889106,0.00003881726,0.0005807156,0.00017003418,0.0002045339,0.000114868766],"domain_scores_gemma":[0.99912685,0.00027260516,0.00022143795,0.00018384263,0.00013459534,0.000060693736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078106544,0.00011187496,0.00022882376,0.00034185423,0.000036385183,0.00010237269,0.0002336691,0.00006205527,6.7010313e-7],"category_scores_gemma":[0.00003766897,0.00010271136,0.000060536404,0.00037251864,0.000032448057,0.0002660088,0.00003460483,0.00018524,0.0000014895761],"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":[0.00005054643,0.000065259555,0.000009585134,0.00073556876,0.00007018187,0.000008457494,0.0024641769,0.61367446,0.24738644,0.041180555,0.0000030941158,0.09435166],"study_design_scores_gemma":[0.000020411593,0.00013541704,0.0000072989023,0.00044758795,0.000020285459,0.000044093267,0.00010956918,0.86945987,0.12919849,0.00043525855,0.00005020547,0.00007152526],"about_ca_topic_score_codex":0.0000518035,"about_ca_topic_score_gemma":7.323162e-7,"teacher_disagreement_score":0.94997007,"about_ca_system_score_codex":0.00008204473,"about_ca_system_score_gemma":0.000060254875,"threshold_uncertainty_score":0.41884476},"labels":[],"label_agreement":null},{"id":"W4409997481","doi":"10.60076/indotech.v3i1.1183","title":"Rancang Bangun Sistem Monitoring Emisi Gas Buang Pada Ruang Parkir Bawah Tanah Gedung Perkantoran Menggunakan Internet of Things (IoT)","year":2025,"lang":"id","type":"article","venue":"Indonesian Journal of Education And Computer Science","topic":"IoT-based Control Systems","field":"Computer Science","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":"Internet of Things; Computer science; Operating system; World Wide Web","score_opus":0.008127479909674145,"score_gpt":0.25066278141485393,"score_spread":0.2425353015051798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409997481","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":[0.6867277,0.0076137036,0.28376734,0.0022127882,0.018126545,0.00042303954,0.0000010469448,0.000033816214,0.0010940278],"genre_scores_gemma":[0.9839888,0.00007549038,0.013826306,0.0004384746,0.0010192796,0.000008679462,4.6078014e-7,0.000018322033,0.0006241573],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9948269,0.00047408696,0.0017993441,0.0008204056,0.0013384403,0.00074080826],"domain_scores_gemma":[0.99483675,0.00036531387,0.0018050298,0.0008024033,0.001628659,0.00056182797],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0035928774,0.00047337398,0.0008954456,0.0013651696,0.000507299,0.0013906131,0.0029413514,0.00015668373,0.000008799768],"category_scores_gemma":[0.00014627172,0.00044621827,0.00028968276,0.0022519624,0.00057949504,0.0019357005,0.00046783013,0.00064507074,0.0000046332716],"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":[0.00017774993,0.0009671406,0.0885761,0.001025898,0.00035490794,0.000108120425,0.04306499,0.000274698,0.01905439,0.010663862,0.0014054247,0.83432674],"study_design_scores_gemma":[0.009217878,0.002524359,0.45627776,0.024880456,0.00064539805,0.0029833326,0.013473268,0.41162,0.06556283,0.0013260338,0.008425469,0.0030632298],"about_ca_topic_score_codex":0.00024449048,"about_ca_topic_score_gemma":0.0000072711937,"teacher_disagreement_score":0.8312635,"about_ca_system_score_codex":0.0005354522,"about_ca_system_score_gemma":0.004259046,"threshold_uncertainty_score":0.99979895},"labels":[],"label_agreement":null},{"id":"W4410220378","doi":"10.62951/repeater.v3i2.407","title":"Rancang Bangun Pengembangan Robot Pembersih Sampah Berbasis Internet of Thing (IOT) Untuk Pemantauan dan Pengontrolan Jarak Jauh.","year":2025,"lang":"en","type":"article","venue":"Repeater","topic":"IoT-based Control Systems","field":"Computer Science","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":"Computer science; Internet of Things; World Wide Web","score_opus":0.006776940006946523,"score_gpt":0.22480080055796126,"score_spread":0.21802386055101472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410220378","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":[0.63235927,0.001873884,0.30942413,0.004910996,0.0036300044,0.0016478118,0.000020003185,0.0008155111,0.04531837],"genre_scores_gemma":[0.99044245,0.0000055319497,0.0043798867,0.00067169743,0.00014418189,0.000047287776,0.000012225525,0.000033307177,0.004263433],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966974,0.00040954165,0.0007980229,0.00087301474,0.00054170156,0.00068031246],"domain_scores_gemma":[0.9975424,0.00024074438,0.00031909678,0.0015583995,0.00019037815,0.0001489833],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009826097,0.0004034822,0.00077358034,0.00041461794,0.00014247667,0.00028752026,0.0017452178,0.00017773954,0.000036978603],"category_scores_gemma":[0.000103516744,0.00035999555,0.0003485904,0.00052828743,0.0000796441,0.00043032054,0.00048152095,0.00035503384,0.000059770242],"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":[0.0017018323,0.0017288909,0.17117378,0.0039708284,0.0048462707,0.0015192376,0.07559035,0.0054725446,0.17778784,0.19871636,0.07872611,0.27876595],"study_design_scores_gemma":[0.027104797,0.0021297664,0.1312191,0.005634378,0.0011316973,0.00057604146,0.0034523655,0.48751697,0.1951364,0.0029705155,0.13728985,0.005838084],"about_ca_topic_score_codex":0.0020218964,"about_ca_topic_score_gemma":0.00031510252,"teacher_disagreement_score":0.48204443,"about_ca_system_score_codex":0.00022967633,"about_ca_system_score_gemma":0.00015236616,"threshold_uncertainty_score":0.9998852},"labels":[],"label_agreement":null},{"id":"W4413370577","doi":"10.62951/router.v3i2.609","title":"Pendeteksian Kebocoran pada Jaringan Pipa Berbasis Internet of Things (IoT) dengan Notifikasi dan Lokalisasi Sumber Kebocoran","year":2025,"lang":"en","type":"article","venue":"Router","topic":"IoT-based Control Systems","field":"Computer Science","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":"Internet of Things; Computer science; Computer security","score_opus":0.007811683498292022,"score_gpt":0.2229192519903641,"score_spread":0.21510756849207208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413370577","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":[0.6128033,0.00031891404,0.32681286,0.0031226932,0.0047788825,0.0018382826,0.000015509464,0.0008666106,0.04944298],"genre_scores_gemma":[0.9876063,0.0000016758601,0.006169968,0.001672357,0.00017323332,0.000068735826,0.000010156288,0.000046116933,0.0042514987],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99621224,0.00035455025,0.0009685277,0.001022398,0.0006673192,0.00077493745],"domain_scores_gemma":[0.9970758,0.00027298133,0.00038294843,0.0018000702,0.00025335076,0.00021485938],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00089763565,0.00049881253,0.0007633151,0.00042106604,0.00015873567,0.0004777305,0.0026026566,0.00026159643,0.000015564281],"category_scores_gemma":[0.000097616066,0.000472776,0.00036269642,0.00077301404,0.00013498659,0.0007860462,0.0007447782,0.0005094896,0.00008093822],"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":[0.0004156487,0.0011958412,0.26506892,0.0014187162,0.0016119566,0.0005351966,0.037904087,0.00042745986,0.04499707,0.32184854,0.019795332,0.30478123],"study_design_scores_gemma":[0.015429492,0.0012688718,0.105034165,0.0037855227,0.00070935616,0.00025960163,0.0023517143,0.36224645,0.27394363,0.005989345,0.22319213,0.0057897526],"about_ca_topic_score_codex":0.0035120724,"about_ca_topic_score_gemma":0.00040756539,"teacher_disagreement_score":0.374803,"about_ca_system_score_codex":0.00023748132,"about_ca_system_score_gemma":0.00021068635,"threshold_uncertainty_score":0.99977237},"labels":[],"label_agreement":null},{"id":"W4415379924","doi":"10.63821/ajpkm.v4i1.306","title":"Sistem Monitoring Tanaman Berbasis Internet of Things di SMK Telkom Bandung","year":2024,"lang":"","type":"article","venue":"Almufi Jurnal Pengabdian Kepada Masyarakat","topic":"IoT-based Control Systems","field":"Computer Science","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":"Internet of Things; Arduino; The Internet","score_opus":0.014953532234256718,"score_gpt":0.23594889011454076,"score_spread":0.22099535788028404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415379924","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":[0.5250974,0.12649408,0.18293366,0.010941374,0.08137363,0.004963996,0.00015468357,0.0022875776,0.06575354],"genre_scores_gemma":[0.9849023,0.00042444753,0.0022718674,0.00026594647,0.0030089836,0.00008605355,0.000010526304,0.00025006387,0.0087797865],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98778653,0.0012363857,0.0033514332,0.0026667998,0.0025750943,0.0023837471],"domain_scores_gemma":[0.9928077,0.0016424672,0.0011718647,0.0025377322,0.0006177881,0.001222464],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003721469,0.0016264649,0.002156058,0.0012960961,0.00061375625,0.0033639446,0.0047386014,0.00072202535,0.00015959759],"category_scores_gemma":[0.00034475437,0.0016320387,0.0015380693,0.0025595415,0.00046107668,0.004432134,0.0013687763,0.0026437726,0.0005897131],"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":[0.00068985217,0.0011035542,0.058449473,0.008971104,0.0058511277,0.011448364,0.04135198,0.0012670609,0.032632362,0.08722124,0.013296285,0.73771757],"study_design_scores_gemma":[0.0046947133,0.0025520108,0.017446456,0.02509019,0.0017114163,0.0024095625,0.0020914194,0.7859245,0.055649597,0.001487523,0.095123045,0.005819565],"about_ca_topic_score_codex":0.0022881208,"about_ca_topic_score_gemma":0.00008139846,"teacher_disagreement_score":0.7846574,"about_ca_system_score_codex":0.0012747471,"about_ca_system_score_gemma":0.001182378,"threshold_uncertainty_score":0.99965715},"labels":[],"label_agreement":null},{"id":"W6976523448","doi":"10.6068/dp14baa33a2cd47","title":"Trend 1999 - 2003. Statistics Canada. CANSIM: Information and Communications Technology - Television and Radio Industries | Country: Canada | Province: Yukon | Table: Federal government expenditures on culture, by culture activity | Variable: Arts education, Federal government capital expenditures | Units: $CAD x 1,000, 1999-2003. Data-Planet™ Statistical Ready Reference by Conquest Systems, Inc. Dataset-ID: 075-001-129.","year":2015,"lang":"en","type":"other","venue":"Data Planet","topic":"IoT-based Control Systems","field":"Computer Science","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":"Government (linguistics); Census; Economic statistics; Official statistics; Publication; Cable television; Summary statistics; Descriptive statistics; Statistical analysis","score_opus":0.011581142222291379,"score_gpt":0.22966110602425113,"score_spread":0.21807996380195976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976523448","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":[7.933533e-7,0.0073450785,0.00019659937,0.000040113475,0.0011181481,0.0014741189,0.9871835,0.00011404567,0.0025275953],"genre_scores_gemma":[0.0001475856,0.0014019181,0.0006161539,0.00054161693,0.00020013122,0.000115327915,0.9945749,0.00008128515,0.002321084],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947398,0.00042252312,0.0008640662,0.001115029,0.0021140135,0.00074461004],"domain_scores_gemma":[0.9942817,0.00022346695,0.0012208358,0.0035936227,0.00017602545,0.00050432637],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00041873552,0.0008860442,0.0008945911,0.000078561345,0.0006503337,0.001289754,0.0031371815,0.0007894399,0.000083181236],"category_scores_gemma":[0.00025534563,0.00078180037,2.5049965e-7,0.00044166984,0.0003072737,0.0012315103,0.0013432996,0.0012589657,0.00000651828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006133229,0.00014221972,0.000020238718,0.00022076567,0.00018214279,0.00003876478,0.000015765747,0.0000075113303,0.0000058623705,0.005864456,0.9913883,0.002052606],"study_design_scores_gemma":[0.0009617342,0.00019081107,0.000006223148,0.00009153951,0.0000985953,0.00018396892,0.0007664772,0.002667385,9.838508e-7,5.9613126e-7,0.9941756,0.0008560526],"about_ca_topic_score_codex":0.9959498,"about_ca_topic_score_gemma":0.9871494,"teacher_disagreement_score":0.014367192,"about_ca_system_score_codex":0.0013833507,"about_ca_system_score_gemma":0.015750542,"threshold_uncertainty_score":0.999747},"labels":[],"label_agreement":null},{"id":"W6977392826","doi":"10.6084/m9.figshare.19127724.v1","title":"Additional file 1 of The Aging, Community and Health Research Unit Community Partnership Program (ACHRU-CPP) for older adults with diabetes and multiple chronic conditions: study protocol for a randomized controlled trial","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"IoT-based Control Systems","field":"Computer Science","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 de Sherbrooke; University of Alberta; University of Prince Edward Island; Université Laval; McMaster University","funders":"","keywords":"Randomized controlled trial; Protocol (science); General partnership; Unit (ring theory); Research design; Diabetes mellitus; Data collection; Qualitative research; Community health","score_opus":0.14807409274142258,"score_gpt":0.40073748157708533,"score_spread":0.25266338883566275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977392826","genre_codex":"dataset","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00049504807,0.000018599243,0.0000054718307,0.00017245447,0.000013274427,0.47272184,0.52646804,0.000067448185,0.000037860515],"genre_scores_gemma":[0.09328472,1.7463046e-8,0.00021436937,0.000080918464,0.000056890043,0.8073129,0.09895755,0.00001735312,0.000075278156],"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","domain_scores_codex":[0.98832554,0.009785934,0.0005673046,0.0002732746,0.00058348454,0.00046448072],"domain_scores_gemma":[0.96028274,0.037602175,0.00061726174,0.0007835808,0.00060591986,0.00010833298],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0042813392,0.00020866634,0.0008900601,0.00013500104,0.003108937,0.00019627818,0.0010202078,0.000044867775,0.04064307],"category_scores_gemma":[0.007037715,0.00014005776,0.0001772643,0.0003827816,0.00012968821,0.00017479436,0.0006890344,0.00085004466,0.0000016932273],"study_design_candidate":"randomized_trial","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":[0.11377336,0.0020565565,0.000014311987,0.0011690928,0.00020654484,4.45174e-7,0.0030438104,0.00002427764,3.002143e-7,0.000043010074,0.87846,0.00120827],"study_design_scores_gemma":[0.9141094,0.0059609036,0.00038751026,0.002323412,0.000015287622,0.0000023790378,0.0017983784,0.04351731,0.0000035873472,0.00011901957,0.031593025,0.00016978242],"about_ca_topic_score_codex":0.00012674864,"about_ca_topic_score_gemma":0.00056210806,"teacher_disagreement_score":0.84686697,"about_ca_system_score_codex":0.0001353682,"about_ca_system_score_gemma":0.00095916266,"threshold_uncertainty_score":0.99818885},"labels":[],"label_agreement":null},{"id":"W6987140531","doi":"","title":"Simon Harel, Place aux littératures autochtones, Montréal, Mémoire d’encrier (“Cadastres”), 2017, 135 pp.","year":2020,"lang":"fr","type":"article","venue":"Institutional Research Information System (University of Udine)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Relation (database); Set (abstract data type); Work (physics); Identification (biology); Perspective (graphical)","score_opus":0.10436073518181797,"score_gpt":0.27998069532629166,"score_spread":0.17561996014447367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987140531","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":[0.008669642,0.02296072,0.59729326,0.1871588,0.0050913077,0.004664267,0.002569132,0.00088358566,0.17070927],"genre_scores_gemma":[0.98825765,0.00036379523,0.0033012005,0.00041903873,0.000680338,0.000010973478,0.0001935098,0.000017525801,0.006755967],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930787,0.00083380914,0.00091194443,0.00059551705,0.0035716908,0.001008347],"domain_scores_gemma":[0.9933312,0.00039919265,0.0006731338,0.0008054494,0.003919882,0.000871139],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023074262,0.00041558963,0.00068869407,0.00062917685,0.002018432,0.0006229049,0.002342087,0.0005374756,0.00011956598],"category_scores_gemma":[0.00086306763,0.0004917481,0.00031552115,0.0023688218,0.0011028011,0.008961761,0.0010536757,0.0011285903,0.002868085],"study_design_candidate":"not_applicable","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":[0.0005319179,0.00007401299,0.00012543221,0.002198824,0.00021017152,0.0003195018,0.0066754026,0.023441713,0.00014022658,0.6830915,0.27779987,0.005391386],"study_design_scores_gemma":[0.0018137115,0.00026901782,0.0007489083,0.0009934622,0.000025569854,0.00007397898,0.0058276677,0.36815298,0.00004273796,0.000038953895,0.6216889,0.00032412124],"about_ca_topic_score_codex":0.012877803,"about_ca_topic_score_gemma":0.00043670135,"teacher_disagreement_score":0.97958803,"about_ca_system_score_codex":0.0015970451,"about_ca_system_score_gemma":0.005115003,"threshold_uncertainty_score":0.9997534},"labels":[],"label_agreement":null},{"id":"W6989117095","doi":"","title":"Academic Health Center Improvement Suggestions/Faculty Consultative Committee, 1999","year":2009,"lang":"en","type":"other","venue":"University of Minnesota Digital Conservancy (University of Minnesota)","topic":"IoT-based Control Systems","field":"Computer Science","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":"National Institutes of Health; McMaster University; University of Minnesota","keywords":"Class (philosophy); Legislature; Table (database); Center (category theory); Front (military); Distribution (mathematics)","score_opus":0.013455674688826106,"score_gpt":0.21407613077351034,"score_spread":0.20062045608468423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6989117095","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":[0.016880807,0.01053788,0.16052592,0.04500566,0.0029919494,0.009765573,0.028466865,0.003173496,0.72265184],"genre_scores_gemma":[0.10927885,0.0039174873,0.031387724,0.0011873689,0.00029298617,0.000001240877,0.0027108467,0.0005279513,0.85069555],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961019,0.00026856773,0.00056852406,0.0012438794,0.00094802707,0.00086911104],"domain_scores_gemma":[0.9951577,0.00027763058,0.0021648763,0.0013735506,0.0005302051,0.0004960247],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037804968,0.00076963473,0.0016337406,0.0009933903,0.00038432563,0.00005863523,0.0033921334,0.00067933445,0.00022566988],"category_scores_gemma":[0.00006560725,0.001048773,0.00057684514,0.00096535234,0.00091208314,0.0012759618,0.00091627287,0.00072162284,0.00020509568],"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":[0.00024641462,0.00071513344,0.00173573,0.0005936844,0.0006198124,0.00029132876,0.003122275,0.000010602532,0.00009919247,0.0072930143,0.9498871,0.035385706],"study_design_scores_gemma":[0.0062777963,0.00088792894,0.0014747378,0.001559952,0.00013150618,0.000041574873,0.0044385646,0.0006535958,0.000024435505,0.00018658364,0.98319197,0.0011313612],"about_ca_topic_score_codex":0.004767003,"about_ca_topic_score_gemma":0.0021230602,"teacher_disagreement_score":0.12913819,"about_ca_system_score_codex":0.00044868916,"about_ca_system_score_gemma":0.000941151,"threshold_uncertainty_score":0.99919623},"labels":[],"label_agreement":null},{"id":"W6990698727","doi":"","title":"Dynamic financial markets, static regulatory frameworks","year":2024,"lang":"en","type":"other","venue":"Econstor (Econstor)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Government of Canada; Government of Ontario","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Hyporeflexia; Diafiltration; Hemopericardium; Fusible alloy; Liquation","score_opus":0.004066502185449096,"score_gpt":0.20973955000870992,"score_spread":0.20567304782326082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6990698727","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":[0.0021085597,0.03220483,0.06890565,0.0012115907,0.046422757,0.0021890812,0.00047505432,0.004057225,0.8424252],"genre_scores_gemma":[0.019353038,0.00013451905,0.015794553,0.0018327091,0.0021479442,0.00037681172,0.00004821122,0.0013906369,0.95892155],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944938,0.0003933539,0.0011138011,0.002037921,0.0007587204,0.0012024355],"domain_scores_gemma":[0.9953516,0.0003431375,0.0008283117,0.0029573124,0.00008667506,0.00043292448],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009708395,0.0011180589,0.0014552828,0.0012652342,0.00014653686,0.0005236236,0.0025032752,0.0021299159,0.0025857943],"category_scores_gemma":[0.00022213865,0.0011831545,0.0005984451,0.000591455,0.0004658485,0.00032067866,0.0004977645,0.002203221,0.010453697],"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":[0.000011944722,0.00006287482,0.0014749914,0.00046862193,0.00025972573,0.00036639307,0.00015631475,0.000005731575,0.000011143773,0.022347415,0.97003144,0.0048034247],"study_design_scores_gemma":[0.0009860146,0.000107734006,0.0021613105,0.0024324295,0.00014889798,0.00024673948,0.000024343128,0.010390536,0.0000068493814,0.003854004,0.97765434,0.0019867911],"about_ca_topic_score_codex":0.00014601911,"about_ca_topic_score_gemma":0.00048226907,"teacher_disagreement_score":0.116496325,"about_ca_system_score_codex":0.0009570989,"about_ca_system_score_gemma":0.0018553027,"threshold_uncertainty_score":0.99916553},"labels":[],"label_agreement":null},{"id":"W6991259974","doi":"","title":"Ãgalitarisme et Banque centrale","year":2014,"lang":"fr","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Relation (database); Lender of last resort; Population; Order (exchange)","score_opus":0.0029812833831356403,"score_gpt":0.13402391629698052,"score_spread":0.13104263291384488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991259974","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":[0.00042317747,0.0018136104,0.009895726,0.025014715,0.0022071502,0.00046713598,0.0003340299,0.00003146348,0.959813],"genre_scores_gemma":[0.36747363,0.00016809173,0.0032067308,0.0077646007,0.0004866083,0.000019842262,0.00001566322,0.00014185546,0.62072295],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944048,0.000541588,0.000661393,0.0007483663,0.0028135818,0.0008302497],"domain_scores_gemma":[0.99733365,0.0006309048,0.0005554975,0.0008040225,0.0000011335471,0.0006747984],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004436908,0.0005818759,0.00079942064,0.000050719624,0.00019079767,0.00014242307,0.0011698126,0.00013395697,0.0005524346],"category_scores_gemma":[0.0000088359175,0.00059255876,0.00009413646,0.000128776,0.00017651613,0.00052316877,0.00042314857,0.00041875502,8.512119e-8],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094616924,0.000039584793,0.0039446885,0.0005902121,0.00020289286,0.0002253598,0.00018914424,0.00017547225,0.0019010155,0.95453936,0.022919023,0.015178622],"study_design_scores_gemma":[0.0006891718,0.00012288269,0.010559551,0.0007087592,0.000042581974,0.00002488928,0.0002330141,0.022240732,0.0038873286,0.0014960876,0.9592778,0.0007171689],"about_ca_topic_score_codex":0.040441807,"about_ca_topic_score_gemma":0.22570351,"teacher_disagreement_score":0.9530433,"about_ca_system_score_codex":0.000029082028,"about_ca_system_score_gemma":0.006357226,"threshold_uncertainty_score":0.99965256},"labels":[],"label_agreement":null},{"id":"W6991423061","doi":"","title":"Gezocht: nieuwe grondstoffen voor varkensvoer","year":2019,"lang":"nl","type":"other","venue":"Socio-Environmental Systems Modeling","topic":"IoT-based Control Systems","field":"Computer Science","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":"Term (time); Quarter (Canadian coin)","score_opus":0.012812776172272845,"score_gpt":0.19754836991745567,"score_spread":0.18473559374518284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991423061","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":[0.012707366,0.040381342,0.67480844,0.0006988579,0.038792092,0.011291537,0.00083134964,0.0012713326,0.21921769],"genre_scores_gemma":[0.56930006,0.00024822098,0.0007031386,0.00028313854,0.0030909108,0.00032604963,0.00012613586,0.00094472186,0.42497766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9861783,0.0014451793,0.0026548286,0.0038344886,0.0031634662,0.0027237732],"domain_scores_gemma":[0.9929101,0.00022635434,0.0019075004,0.0041340184,0.000047086745,0.0007749811],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0021563824,0.0024177243,0.0029510753,0.0006161603,0.00084706565,0.0012197285,0.0036463928,0.0023094898,0.001359198],"category_scores_gemma":[0.000028707149,0.0024867915,0.001311482,0.000352076,0.00034064808,0.0009484482,0.0015588307,0.0018150853,0.0764307],"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":[0.00045054138,0.003211645,0.03400834,0.008917681,0.009818301,0.0012389289,0.01474647,0.5916066,0.0183418,0.02664042,0.2810348,0.009984423],"study_design_scores_gemma":[0.0032854772,0.000264736,0.00003616855,0.0020037487,0.000355373,0.0001708038,0.008370473,0.8706573,0.0000041401295,0.000111087604,0.11157435,0.0031663242],"about_ca_topic_score_codex":0.002972381,"about_ca_topic_score_gemma":0.0000022135964,"teacher_disagreement_score":0.6741053,"about_ca_system_score_codex":0.0037423202,"about_ca_system_score_gemma":0.00039655928,"threshold_uncertainty_score":0.9998171},"labels":[],"label_agreement":null},{"id":"W6992684586","doi":"","title":"Madden NFL 16 Jacksonville Jaguars VS Toronto Huskies Teams Screenshot","year":2020,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Fishing; Population; Annals; Race (biology); White (mutation)","score_opus":0.004306496571848425,"score_gpt":0.17433243832474882,"score_spread":0.1700259417529004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6992684586","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":[0.0000028250156,0.0013283308,0.0000999614,0.00066422246,0.00091401424,0.0008796014,0.00012794283,0.00071827177,0.9952648],"genre_scores_gemma":[0.0014573003,0.00015006917,0.0047038672,0.0011313425,0.00056697335,0.000046103272,0.00011419296,0.00017604837,0.9916541],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964935,0.00019432494,0.0010860865,0.00055289,0.0010470962,0.00062607054],"domain_scores_gemma":[0.9971075,0.00015981504,0.0010531484,0.0011769531,0.00020222661,0.00030036358],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00036541885,0.0006672827,0.00093652116,0.00009003923,0.000120884804,0.00029410087,0.001973041,0.00059481047,0.16322793],"category_scores_gemma":[0.00015569016,0.0006599903,0.00034706198,0.000020222811,0.00013676238,0.0000017502498,0.00041783645,0.00036506596,0.019341486],"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":[0.000080437996,0.000031818607,0.0000018177174,0.000390888,0.00012340517,0.000036505175,0.0003697027,0.000078284604,7.662341e-7,0.00061109016,0.9940846,0.004190662],"study_design_scores_gemma":[0.000905922,0.0003032993,0.0000049621162,0.0003361363,0.00004441508,0.000078642566,0.00024322432,0.00038069073,0.000013299252,0.000012603662,0.99700135,0.0006754585],"about_ca_topic_score_codex":0.050632276,"about_ca_topic_score_gemma":0.01209633,"teacher_disagreement_score":0.14388645,"about_ca_system_score_codex":0.00029416475,"about_ca_system_score_gemma":0.0001169984,"threshold_uncertainty_score":0.99958515},"labels":[],"label_agreement":null},{"id":"W7006311890","doi":"","title":"USA++$@!@!call!1--888-527-3401 usa 1&amp;lt;&amp;lt;888&amp;gt;&amp;gt;527&amp;lt;&amp;lt;34o1&amp;gt;&amp;gt; canada*GMAiL@ technical SUPPORT PHONE NUMBER USA ~#@!~ NUMBER USA","year":2016,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"IoT-based Control Systems","field":"Computer Science","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; Context (archaeology); Computer support; Pooling; Service (business)","score_opus":0.01709029003046685,"score_gpt":0.26569281160436903,"score_spread":0.24860252157390217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7006311890","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":[0.011166054,0.00020554478,0.16589336,0.0019450493,0.011242764,0.008955944,0.0019396698,0.0031972243,0.7954544],"genre_scores_gemma":[0.024153465,0.00069641095,0.055887315,0.0023880063,0.004519643,0.0034520086,0.0017075886,0.0029966345,0.90419894],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9419255,0.006688262,0.009522885,0.020224486,0.011282333,0.010356505],"domain_scores_gemma":[0.9390287,0.0045901015,0.007474637,0.040133502,0.0027454789,0.0060275774],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.017972877,0.0085810935,0.009369218,0.002696173,0.0023461136,0.003411967,0.024748096,0.007521584,0.6998964],"category_scores_gemma":[0.008493751,0.008875906,0.0042569237,0.004526365,0.003222436,0.00277618,0.015729591,0.0077525266,0.906134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007528705,0.002506446,0.024999024,0.0010811745,0.0029710922,0.00034428792,0.0012757109,0.00062352396,0.031789552,0.005370827,0.9173386,0.01094687],"study_design_scores_gemma":[0.0059163305,0.000020773154,0.0040358617,0.0025927043,0.0012128053,0.0027616331,0.00001805478,0.000094068004,0.00060228544,0.0014112984,0.9720232,0.009310967],"about_ca_topic_score_codex":0.117997296,"about_ca_topic_score_gemma":0.7491393,"teacher_disagreement_score":0.631142,"about_ca_system_score_codex":0.008410077,"about_ca_system_score_gemma":0.009117337,"threshold_uncertainty_score":0.99985814},"labels":[],"label_agreement":null},{"id":"W7021080921","doi":"","title":"Nouvelles questions sans réponse : le déluge en Mer Noire, insaisissables anguilles, où est passée l'antimatière ? les calculateurs prodiges","year":2001,"lang":"fr","type":"other","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"The Renaissance; Western europe; Mythology; Environmental movement","score_opus":0.012427230000032645,"score_gpt":0.23313206953268764,"score_spread":0.220704839532655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7021080921","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":[0.0045775212,0.023004837,0.3439899,0.033388983,0.004912014,0.004648345,0.00039273195,0.0021536904,0.582932],"genre_scores_gemma":[0.16337043,0.0013274115,0.0324564,0.0010761722,0.0022958468,0.0005447706,0.00013759585,0.0007777472,0.7980136],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909231,0.0017538363,0.0016494634,0.0023274042,0.0012291085,0.0021170713],"domain_scores_gemma":[0.9941926,0.0008849872,0.0009000883,0.00276348,0.00057731656,0.0006815078],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001271908,0.0017370256,0.0018613088,0.0009455494,0.001130152,0.0011276453,0.0031238117,0.0014693424,0.0036035248],"category_scores_gemma":[0.000554046,0.001572366,0.00069804373,0.0014347767,0.00078166544,0.00087366556,0.00068734377,0.00097365957,0.002446356],"study_design_candidate":"not_applicable","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":[0.000073979216,0.0018493927,0.008123323,0.0009508191,0.0012447244,0.00090413826,0.005355806,0.004387704,0.0018878485,0.734875,0.15473625,0.08561096],"study_design_scores_gemma":[0.0016700332,0.00024236992,0.003849615,0.0020363657,0.00026472984,0.00034351644,0.0014398687,0.029728793,0.0005857759,0.00035388404,0.95707715,0.0024078847],"about_ca_topic_score_codex":0.08770772,"about_ca_topic_score_gemma":0.05002972,"teacher_disagreement_score":0.8023409,"about_ca_system_score_codex":0.0005715316,"about_ca_system_score_gemma":0.0026337118,"threshold_uncertainty_score":0.9999093},"labels":[],"label_agreement":null},{"id":"W7038955472","doi":"","title":"Les fondements de la théorie staëlienne de l'engagement en littérature","year":2015,"lang":"fr","type":"dissertation","venue":"Le dépôt institutionnel (Université du Québec à Trois-Rivières)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Social solidarity; Social assistance; Volunteer work","score_opus":0.012611572267003705,"score_gpt":0.22471227652248235,"score_spread":0.21210070425547864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7038955472","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":[0.35558748,0.0052740495,0.60381275,0.0066405777,0.0032087844,0.0016328667,0.00017194454,0.0006571019,0.023014419],"genre_scores_gemma":[0.9775752,0.00018782416,0.0049703675,0.00037062372,0.0011103131,0.00011148937,0.00035299055,0.000103458806,0.015217766],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9924668,0.0022995174,0.0008524702,0.0015233842,0.001320272,0.0015375767],"domain_scores_gemma":[0.9952375,0.0006260612,0.00089186634,0.0014113138,0.0009592416,0.0008739945],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002753229,0.0011421008,0.0010461024,0.0007360474,0.0024009084,0.0007937076,0.0031899775,0.0013272585,0.00016597843],"category_scores_gemma":[0.0006269797,0.0012921492,0.00059716514,0.0013457129,0.0005322248,0.0019022814,0.00060831197,0.0019078653,0.00034525146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00047405757,0.0010764935,0.018023599,0.00060358027,0.0010005351,0.0013604197,0.08893554,0.061977513,0.002236698,0.8049879,0.0047132634,0.014610425],"study_design_scores_gemma":[0.02179102,0.0014846071,0.13503379,0.0031131841,0.0022295304,0.0007422513,0.07713179,0.51278454,0.0013368899,0.013045645,0.2254674,0.0058393595],"about_ca_topic_score_codex":0.4311754,"about_ca_topic_score_gemma":0.32828718,"teacher_disagreement_score":0.79194224,"about_ca_system_score_codex":0.0065954407,"about_ca_system_score_gemma":0.01324255,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W7039668779","doi":"","title":"Mirement/Towering, sous la direction de Gentiane Belanger, France Choiniere et Marie-Helene Leblanc, Montreal, Dazibao, Lennoxville, Galerie d’art Foreman de l’Universite Bishop’s, Gatineau, Galerie de l’UQO, 2023, 236 p.","year":2024,"lang":"fr","type":"article","venue":"Érudit (Université de Montréal)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Shadow (psychology); Center (category theory); Line (geometry)","score_opus":0.005362452679654846,"score_gpt":0.18145173523949884,"score_spread":0.176089282559844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039668779","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09506058,0.46383652,0.2540432,0.057364635,0.006838872,0.0023890666,0.0008765937,0.0025714752,0.11701909],"genre_scores_gemma":[0.18337262,0.05774837,0.010168445,0.0022070159,0.0019253553,0.00011986549,0.0003286608,0.00045192943,0.74367774],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99365133,0.00091631,0.00064135727,0.0016209707,0.0009042937,0.002265726],"domain_scores_gemma":[0.99645156,0.0005058141,0.000467599,0.0013580774,0.00026426945,0.0009526973],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015008443,0.0009887837,0.00091669813,0.00069487945,0.0010900234,0.0006435776,0.0015468112,0.0008111726,0.0013138854],"category_scores_gemma":[0.00010002373,0.001289701,0.0006702084,0.0016010025,0.00032384685,0.0016859694,0.00087740977,0.001103645,0.0005234504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035334748,0.000366128,0.0024267563,0.00088671315,0.0011245217,0.04225369,0.0025065984,0.005503542,0.0076552727,0.009924882,0.8550403,0.07195825],"study_design_scores_gemma":[0.0022051276,0.00030633342,0.0043356414,0.00087710883,0.00041462708,0.0037600982,0.00035370298,0.14784504,0.00038023875,0.00046649892,0.8380017,0.0010538662],"about_ca_topic_score_codex":0.037755795,"about_ca_topic_score_gemma":0.062622994,"teacher_disagreement_score":0.6266587,"about_ca_system_score_codex":0.009786916,"about_ca_system_score_gemma":0.00087389763,"threshold_uncertainty_score":0.99959904},"labels":[],"label_agreement":null},{"id":"W7100874695","doi":"","title":"to breast cancer diagnosis in southwestern Ontario","year":2016,"lang":"en","type":"article","venue":"","topic":"IoT-based Control Systems","field":"Computer Science","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":"","score_opus":0.01071847629998566,"score_gpt":0.22093344913775115,"score_spread":0.2102149728377655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100874695","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":[0.7259794,0.000046765497,0.22234444,0.04221537,0.0016954124,0.0006832754,0.000027300923,0.000325853,0.006682194],"genre_scores_gemma":[0.9917204,9.4128296e-7,0.0007579807,0.0013494334,0.000084945554,0.00039356976,7.6463635e-8,0.0000067753795,0.005685871],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988911,0.000038843773,0.00019160325,0.00035279754,0.00020220137,0.00032344268],"domain_scores_gemma":[0.99924356,0.000082141574,0.000033659566,0.0004707343,0.000043544595,0.00012635873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016317045,0.000109648085,0.00015095992,0.00011284775,0.000023143391,0.00008267619,0.0006692147,0.000039022478,0.00032558356],"category_scores_gemma":[0.0000069410657,0.0000679376,0.000038282993,0.00020386542,0.000008940572,0.00031018956,0.00015251496,0.000043365566,0.00065609673],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068853906,0.000029170553,0.92146474,0.0000019486256,0.0000065072945,0.000014841961,0.0007283622,0.000012325321,0.00038523556,0.0027669119,0.0019301609,0.07265289],"study_design_scores_gemma":[0.0010883386,0.000043159398,0.98454344,0.00014387787,0.000002270143,0.000010657821,0.0000085317015,0.00022145455,0.00064018555,0.00020423686,0.012818667,0.00027516746],"about_ca_topic_score_codex":0.2443365,"about_ca_topic_score_gemma":0.7006065,"teacher_disagreement_score":0.45627007,"about_ca_system_score_codex":0.0004606675,"about_ca_system_score_gemma":0.00017977186,"threshold_uncertainty_score":0.8433015},"labels":[],"label_agreement":null},{"id":"W7116426995","doi":"10.59934/jiibd.v1i1.1822","title":"Rancangan Sistem Notifikasi Kedatangan Pembeli Dengan Suara Menggunakan Arduino","year":2025,"lang":"","type":"article","venue":"Jurnal Inovasi Informatika dan Bisnis Digital (JIIBD)","topic":"IoT-based Control Systems","field":"Computer Science","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":"Arduino","score_opus":0.010542054970609229,"score_gpt":0.23438220080718716,"score_spread":0.22384014583657794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116426995","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":[0.4359387,0.005139005,0.088696755,0.005732608,0.02028472,0.006670015,0.0015200359,0.002411798,0.43360636],"genre_scores_gemma":[0.9883249,0.00011511408,0.0006109673,0.0038845043,0.0010660104,0.00017847151,0.0003602655,0.00015912698,0.0053006844],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98374224,0.0004967551,0.0064300247,0.0020694814,0.0035368467,0.003724645],"domain_scores_gemma":[0.98817104,0.0008834545,0.0027929663,0.004842911,0.0018092192,0.0015003919],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","scholarly_communication"],"category_scores_codex":[0.0025459074,0.0025676666,0.0029243294,0.002563741,0.0020871803,0.015468638,0.007587215,0.0011434406,0.000029707548],"category_scores_gemma":[0.0008038636,0.0025829964,0.0015323459,0.0054766946,0.0009796197,0.016925132,0.0025970233,0.0029487014,0.0011508883],"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":[0.0009713035,0.0018722482,0.030450787,0.0036187782,0.003575419,0.00093795906,0.011413603,0.0012794415,0.0015086632,0.18805179,0.026407208,0.7299128],"study_design_scores_gemma":[0.019544212,0.0026989272,0.028799571,0.0061115,0.0008442639,0.0023153382,0.005829593,0.12854889,0.012949556,0.0009492919,0.78335536,0.008053501],"about_ca_topic_score_codex":0.00026616856,"about_ca_topic_score_gemma":0.00022541288,"teacher_disagreement_score":0.7569482,"about_ca_system_score_codex":0.0017423223,"about_ca_system_score_gemma":0.0032688992,"threshold_uncertainty_score":0.9996268},"labels":[],"label_agreement":null},{"id":"W767814696","doi":"10.23887/jptk-undiksha.v8i1.2892","title":"PERANCANGAN PENGATURAN SINYAL/RAMBU PADA STASIUN KERETA API BERSKALA KECIL BERBASIS PERSONAL KOMPUTER","year":2011,"lang":"id","type":"article","venue":"Jurnal Pendidikan Teknologi dan Kejuruan","topic":"IoT-based Control Systems","field":"Computer Science","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":"Encana (Canada)","funders":"","keywords":"Operating system; Forestry; Computer science; Humanities; Art; Geography","score_opus":0.032187997323273446,"score_gpt":0.22317853495860443,"score_spread":0.19099053763533097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W767814696","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":[0.92402333,0.012633786,0.010370001,0.00493783,0.014701238,0.0033790823,0.0006527995,0.0019430713,0.027358878],"genre_scores_gemma":[0.9729191,0.00026741883,0.015098879,0.0019837823,0.0023660602,0.000116158866,0.00011236951,0.0003043656,0.0068318327],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98349273,0.0026444735,0.0027846727,0.0038729624,0.003023651,0.0041815042],"domain_scores_gemma":[0.9909205,0.00072746037,0.002026277,0.0035816154,0.0009123291,0.001831859],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0029735023,0.002513234,0.0027373135,0.0013088528,0.0018938779,0.001996844,0.006878361,0.0014608523,0.0010491196],"category_scores_gemma":[0.00039029776,0.0023516067,0.0018883948,0.0019866081,0.001205843,0.0024273722,0.0017930107,0.0040354887,0.0022736522],"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":[0.004861949,0.008423722,0.08585643,0.0020080314,0.008459582,0.021638416,0.09466984,0.000051386614,0.026803164,0.02672489,0.09847373,0.6220288],"study_design_scores_gemma":[0.036745638,0.02430248,0.30841765,0.0042516165,0.0038508328,0.013673737,0.015840413,0.05878592,0.03743327,0.0019564903,0.4738081,0.020933853],"about_ca_topic_score_codex":0.002524463,"about_ca_topic_score_gemma":0.0009740252,"teacher_disagreement_score":0.601095,"about_ca_system_score_codex":0.0012824893,"about_ca_system_score_gemma":0.0016289381,"threshold_uncertainty_score":0.99986404},"labels":[],"label_agreement":null}]}