{"meta":{"query_hash":"154670988739","filters":{"venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/154670988739","api":"https://metacan.xera.ac/api/v1/cohort?venue=Prosiding+Seminar+Nasional+Program+Pengabdian+Masyarakat"},"results":[{"id":"W3185843160","doi":"10.18196/ppm.26.539","title":"Implementasi Pengurangan Risiko Bencana Di Sekolah","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Disaster Management and Resilience","field":"Social Sciences","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":"Physics; Engineering","score_opus":0.028007819610938713,"score_gpt":0.33326234599373067,"score_spread":0.30525452638279194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3185843160","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":[0.88635033,0.016549783,0.000094009236,0.0122152595,0.0056907116,0.0065147458,0.00024241747,0.0010946589,0.0712481],"genre_scores_gemma":[0.94261277,0.0017569836,0.0013960432,0.00050293445,0.0012085025,0.00034627374,0.0002793962,0.00011716013,0.051779922],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914172,0.0010412029,0.0011129944,0.0018411228,0.0022873695,0.0023000592],"domain_scores_gemma":[0.99668336,0.00039016432,0.0005549407,0.00087242026,0.0005129323,0.0009861802],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021091267,0.00088666624,0.00087255833,0.00029976657,0.0030578966,0.0018607877,0.0015233438,0.00041856515,0.00096294296],"category_scores_gemma":[0.0005663524,0.00091519515,0.0006429767,0.0023932825,0.00094667514,0.0011107556,0.0010802636,0.0010084338,0.0009391722],"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":[0.00037729286,0.0075217634,0.10112754,0.0027445753,0.0010803496,0.003595879,0.049859047,0.000035190205,0.04128944,0.05321342,0.09334331,0.6458122],"study_design_scores_gemma":[0.002590519,0.0012740634,0.03513877,0.0025371253,0.0007910293,0.00012116089,0.08657072,0.00045438495,0.026180252,0.0026923208,0.8383113,0.0033383314],"about_ca_topic_score_codex":0.00039758568,"about_ca_topic_score_gemma":0.0011814128,"teacher_disagreement_score":0.744968,"about_ca_system_score_codex":0.00048912986,"about_ca_system_score_gemma":0.0010024569,"threshold_uncertainty_score":0.9999503},"labels":[],"label_agreement":null},{"id":"W3194718232","doi":"10.18196/ppm.26.543","title":"Pembuatan Desain Kemasan Ramah Lingkungan Serta Sosialisasi Pemanfaatan Media Sosial Sebagai Sarana Peningkatan Perluasan Pasar Kripik Singkong Semuluh Kidul","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","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":"Humanities; Art","score_opus":0.03563765001427289,"score_gpt":0.30450731196386976,"score_spread":0.2688696619495969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194718232","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":[0.94826466,0.011043596,0.00006459196,0.0054168147,0.0065801544,0.004843307,0.0003087999,0.0018237412,0.02165431],"genre_scores_gemma":[0.9683464,0.0008394662,0.011296941,0.00070626836,0.0046310523,0.00039296751,0.0019150255,0.000489495,0.011382359],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9815374,0.00276931,0.0028720703,0.0038522265,0.004416404,0.00455256],"domain_scores_gemma":[0.98976207,0.0031720602,0.0015148519,0.0015300479,0.0014673258,0.0025536416],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.006873901,0.0023406027,0.0023948986,0.00080401095,0.0059035313,0.0057116635,0.0025910898,0.0015614191,0.0006030209],"category_scores_gemma":[0.0076609473,0.0026205776,0.0014181822,0.004165627,0.0017542246,0.002670654,0.0016856204,0.0027291875,0.0005879215],"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":[0.0029344377,0.009321773,0.22135638,0.0054072067,0.0022446949,0.009160812,0.19455232,0.000080443024,0.15155677,0.018088592,0.031743824,0.35355276],"study_design_scores_gemma":[0.014842292,0.0031826387,0.046186637,0.02466674,0.003110301,0.0017639585,0.1941703,0.0036853454,0.19926737,0.0068823085,0.4813076,0.020934504],"about_ca_topic_score_codex":0.00035224113,"about_ca_topic_score_gemma":0.0013966114,"teacher_disagreement_score":0.44956377,"about_ca_system_score_codex":0.001616192,"about_ca_system_score_gemma":0.004020897,"threshold_uncertainty_score":0.99973476},"labels":[],"label_agreement":null},{"id":"W3207199555","doi":"10.18196/ppm.26.545","title":"Pemanfaatan Sumber Air Tak Terpakai Untuk Kesejahteraan Masyarakat Di Dusun Brengosan, Kabupaten Sleman","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Coastal Management and Development","field":"Environmental 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":"Forestry; Humanities; Physics; Political science; Geography; Art","score_opus":0.014881877544747664,"score_gpt":0.25516370374331004,"score_spread":0.2402818261985624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207199555","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":[0.942442,0.005126071,0.00031237985,0.008207164,0.003596141,0.006737974,0.00031935514,0.0013712568,0.031887636],"genre_scores_gemma":[0.9434046,0.0008335091,0.004170586,0.00075824035,0.0006455071,0.00086405274,0.0009887185,0.00030701852,0.048027746],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9879476,0.00073227,0.0019191076,0.0034306245,0.0028773264,0.003093112],"domain_scores_gemma":[0.9954061,0.00034477294,0.0007792043,0.0017780819,0.00023037699,0.0014614783],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0017233107,0.0018853766,0.0015189421,0.00043066588,0.0019465524,0.0014003909,0.0017795614,0.0006645664,0.0028948404],"category_scores_gemma":[0.0003151009,0.0019564496,0.00085571094,0.0024656835,0.0009076472,0.001586081,0.0045548235,0.0016516255,0.0053994115],"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":[0.0010021441,0.0091250185,0.4170178,0.0034253078,0.0010517149,0.008253142,0.0064917277,0.00033231245,0.12318257,0.0027079459,0.044623934,0.3827864],"study_design_scores_gemma":[0.0044975677,0.0017834038,0.52039564,0.0047531053,0.000734578,0.0010181946,0.003514194,0.0026585085,0.089991674,0.0017167357,0.36259037,0.006346051],"about_ca_topic_score_codex":0.00027614573,"about_ca_topic_score_gemma":0.00054338144,"teacher_disagreement_score":0.37644035,"about_ca_system_score_codex":0.0013113087,"about_ca_system_score_gemma":0.0003543034,"threshold_uncertainty_score":0.99963623},"labels":[],"label_agreement":null},{"id":"W3213970157","doi":"10.18196/ppm.26.528","title":"Pelatihan Penguatan Kapasitas Manajemen Organisasi Bagi Perempuan Di Kecamatan Buay Bahuga Kabupaten Way Kanan Provinsi Lampung","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","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; Political science; Art","score_opus":0.026237522297440363,"score_gpt":0.2875923943675232,"score_spread":0.26135487207008284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213970157","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":[0.87461567,0.008603711,0.000025373833,0.0042263027,0.002648577,0.004913182,0.000096135656,0.0013660069,0.10350504],"genre_scores_gemma":[0.95091504,0.0006297093,0.003976331,0.00024574465,0.0013262535,0.00035483702,0.00087042124,0.00032127343,0.041360375],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9877819,0.0014465089,0.0018835678,0.0027880436,0.0029250532,0.0031749709],"domain_scores_gemma":[0.99426764,0.0009849098,0.0009724874,0.0011305519,0.0010646104,0.0015797997],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0035816901,0.0015935889,0.0015434101,0.00045525737,0.0038511672,0.0037195531,0.0017861059,0.0009096307,0.0007882935],"category_scores_gemma":[0.0025036312,0.0016831801,0.0007640218,0.0029572237,0.0009618932,0.002113814,0.0016222581,0.001645998,0.0006497889],"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":[0.0007904117,0.0053879763,0.304129,0.0035179954,0.0014201365,0.0077092326,0.06286024,0.000012719303,0.027195776,0.029007854,0.009024026,0.54894465],"study_design_scores_gemma":[0.007374216,0.0031830487,0.3080827,0.011891135,0.0016268588,0.0014508027,0.12533581,0.0012412101,0.069327876,0.00451355,0.45365492,0.012317893],"about_ca_topic_score_codex":0.00013371387,"about_ca_topic_score_gemma":0.00072256685,"teacher_disagreement_score":0.53662676,"about_ca_system_score_codex":0.0013789621,"about_ca_system_score_gemma":0.0024911652,"threshold_uncertainty_score":0.9996812},"labels":[],"label_agreement":null},{"id":"W4312262234","doi":"10.18196/ppm.44.601","title":"Pemanfaatan dan Pendampingan Media Sosial Sebagai Sarana Promosi","year":2022,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","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":"Humanities; Geography; Forestry; Art","score_opus":0.032772100087699124,"score_gpt":0.2940371724859566,"score_spread":0.26126507239825747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312262234","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":[0.9242619,0.005210456,0.000012712645,0.0055511133,0.006802557,0.007452993,0.0002954683,0.0016388054,0.048773963],"genre_scores_gemma":[0.9834079,0.00023071561,0.0017278689,0.00043067508,0.0016758438,0.0013773169,0.00072403194,0.00021343002,0.010212205],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9882376,0.0017811835,0.0014600902,0.002032383,0.0038459643,0.0026427729],"domain_scores_gemma":[0.99573755,0.0011939809,0.0009273845,0.00067832024,0.0003356316,0.0011271273],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006260357,0.0011087956,0.0010907329,0.0006012695,0.00776782,0.0016915938,0.0021977436,0.00039355486,0.0008183892],"category_scores_gemma":[0.0016008645,0.0012627176,0.0006765568,0.0028668244,0.0009567164,0.0011918889,0.0021028025,0.0020837218,0.00026458048],"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":[0.0033529147,0.010491562,0.12071267,0.0023845197,0.0010368194,0.0025190094,0.19884914,0.00007630144,0.02087241,0.027687991,0.06730343,0.54471326],"study_design_scores_gemma":[0.0037815613,0.0025719486,0.02002209,0.0018331454,0.00044946725,0.00040511004,0.08889352,0.0008025766,0.0068447925,0.0027518608,0.8662509,0.005393073],"about_ca_topic_score_codex":0.0001743822,"about_ca_topic_score_gemma":0.00016656364,"teacher_disagreement_score":0.79894745,"about_ca_system_score_codex":0.0014553261,"about_ca_system_score_gemma":0.0018120594,"threshold_uncertainty_score":0.99934477},"labels":[],"label_agreement":null},{"id":"W4312506230","doi":"10.18196/ppm.42.773","title":"Pemberdayaan Lembaga Pendidikan Al-Qur'an di Kecamatan Turi Sleman dalam Persiapan Supervisi Tingkat Regional","year":2022,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Education and Character Development","field":"Social Sciences","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":"Humanities; Political science; Physics; Art","score_opus":0.05025820562821507,"score_gpt":0.3350141578349968,"score_spread":0.2847559522067817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312506230","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":[0.95541084,0.002191285,0.000005430864,0.026518367,0.004142655,0.0043286583,0.00016108372,0.0009155705,0.0063260933],"genre_scores_gemma":[0.95320165,0.00051997625,0.0013729922,0.0021651103,0.0015386151,0.0018174573,0.0019110359,0.0002485539,0.037224635],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9869802,0.0022921208,0.0016072711,0.0025399355,0.003980349,0.0026001476],"domain_scores_gemma":[0.9951053,0.0004369525,0.0009936277,0.0011519173,0.00051789195,0.0017942552],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0048753372,0.0012634094,0.0011016135,0.0006827854,0.009127329,0.0015094384,0.0027111343,0.00041041253,0.003923433],"category_scores_gemma":[0.00026534533,0.00143754,0.0007141333,0.0020606825,0.0008935392,0.0014371012,0.0013150554,0.0024953817,0.00053476327],"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":[0.0012057142,0.021391762,0.12768687,0.0014619605,0.0010071431,0.00082762423,0.4930943,0.00007715208,0.032260403,0.03686844,0.12444701,0.1596716],"study_design_scores_gemma":[0.0014045527,0.001644933,0.04254176,0.00054223894,0.00019754336,0.00035556554,0.11540558,0.00042542,0.0015886565,0.00049251755,0.832919,0.0024822433],"about_ca_topic_score_codex":0.00053870585,"about_ca_topic_score_gemma":0.00035012263,"teacher_disagreement_score":0.70847195,"about_ca_system_score_codex":0.002130147,"about_ca_system_score_gemma":0.002549625,"threshold_uncertainty_score":0.9998059},"labels":[],"label_agreement":null},{"id":"W4312643797","doi":"10.18196/ppm.43.629","title":"IMPLEMENTASI PROGRAM PROMKESGILUT BERBASIS POSBINDU DI DUSUN TALKONDO","year":2022,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Public Health and Nutrition","field":"Medicine","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":"Humanities; Medicine; Art","score_opus":0.03209149514694292,"score_gpt":0.344969441324152,"score_spread":0.3128779461772091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312643797","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":[0.9079439,0.021975499,0.00001544047,0.02450747,0.0036594481,0.034396164,0.0016813171,0.0026412131,0.0031795355],"genre_scores_gemma":[0.95430195,0.00088706333,0.005402393,0.0013456075,0.0021884749,0.022918843,0.0049265265,0.0004215622,0.0076075844],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98634416,0.0014075757,0.002358683,0.002469971,0.0034575271,0.0039620725],"domain_scores_gemma":[0.9938905,0.00045758166,0.001125592,0.0013264464,0.00060486514,0.0025949816],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0045626047,0.001456532,0.001736477,0.001114363,0.004168876,0.000645059,0.0012583936,0.0005882832,0.0014315741],"category_scores_gemma":[0.0008697644,0.0015598357,0.0009477176,0.0032371264,0.0005018058,0.0008030166,0.0014995944,0.0038573733,0.00045494028],"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":[0.003391217,0.02523396,0.059552908,0.00576382,0.000675976,0.0018902897,0.0022684818,0.0000064458154,0.019535422,0.0016199229,0.06964629,0.81041527],"study_design_scores_gemma":[0.009703663,0.022862477,0.02151763,0.0019449375,0.00082455704,0.002316736,0.004418547,0.0010953088,0.012749518,0.00037342604,0.9199323,0.0022609094],"about_ca_topic_score_codex":0.00022041259,"about_ca_topic_score_gemma":0.000022793105,"teacher_disagreement_score":0.850286,"about_ca_system_score_codex":0.0025690463,"about_ca_system_score_gemma":0.0026749684,"threshold_uncertainty_score":0.99981844},"labels":[],"label_agreement":null},{"id":"W4312726177","doi":"10.18196/ppm.26.530","title":"Peningkatan Pemahaman Sistem Budidaya Pertanian Di Lahan Sempit Perkotaan","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Agricultural Development and Management","field":"Agricultural and Biological Sciences","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":"Forestry; Horticulture; Biology; Geography","score_opus":0.02308907333281673,"score_gpt":0.2443904313222145,"score_spread":0.22130135798939776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312726177","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":[0.966013,0.0076650837,0.000007499013,0.014444386,0.0016933723,0.0030655377,0.00009854854,0.00082347135,0.0061891144],"genre_scores_gemma":[0.91283274,0.001128448,0.0012553405,0.00053903693,0.0014308941,0.00041873363,0.0013361482,0.000031667627,0.081026964],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921375,0.0006931249,0.001253252,0.002261795,0.0016176337,0.0020367163],"domain_scores_gemma":[0.99696255,0.00037229175,0.00059833756,0.00040583374,0.0006686948,0.0009922979],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0012701898,0.0012823939,0.0011338925,0.00009481493,0.0024784748,0.0018339498,0.0012342009,0.0005924226,0.0008212417],"category_scores_gemma":[0.00037470364,0.00068847375,0.00081943173,0.0019520218,0.0003162072,0.00076902786,0.0013476469,0.0010452489,0.00096284033],"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":[0.0003374314,0.0042439196,0.056362744,0.0014547431,0.00079283066,0.0026671642,0.0045201657,0.000010570264,0.524616,0.005766205,0.037963055,0.36126515],"study_design_scores_gemma":[0.0012710268,0.001986893,0.31056893,0.0028511619,0.00050448143,0.0006019768,0.015945492,0.0002896729,0.054359373,0.0004255797,0.6073589,0.0038365298],"about_ca_topic_score_codex":0.00009575949,"about_ca_topic_score_gemma":0.0006231225,"teacher_disagreement_score":0.56939584,"about_ca_system_score_codex":0.000454785,"about_ca_system_score_gemma":0.0001871662,"threshold_uncertainty_score":0.9999928},"labels":[],"label_agreement":null},{"id":"W4312899033","doi":"10.18196/ppm.26.537","title":"Pemanfaatan Limbah Kulit Bawang Merah Menjadi Pupuk Kompos Di Kecamatan Kretek Kabupaten Bantul","year":2021,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Waste Management and Recycling","field":"Environmental 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":"Encana (Canada)","funders":"","keywords":"Physics; Humanities; Art","score_opus":0.018784041538903205,"score_gpt":0.2614383397303339,"score_spread":0.24265429819143072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312899033","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":[0.94782346,0.014375024,0.0002211066,0.0065552527,0.0042257993,0.0060691177,0.0002596731,0.0011656592,0.019304905],"genre_scores_gemma":[0.9608331,0.0019451214,0.007083152,0.00030926347,0.0009358396,0.00043559045,0.0005153966,0.00029970828,0.027642883],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9895309,0.00082037714,0.0016731801,0.0028919058,0.002370732,0.0027129087],"domain_scores_gemma":[0.9959091,0.00046164013,0.00077395985,0.0014851587,0.00016287004,0.0012072799],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002118081,0.0015060784,0.0013543027,0.0003432987,0.0021460766,0.0017206843,0.0017081377,0.00067056937,0.001881759],"category_scores_gemma":[0.00038576723,0.0015006944,0.00086791534,0.0019696513,0.00086389465,0.001387614,0.002663097,0.001665966,0.0035876413],"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":[0.00067570695,0.00576744,0.070587516,0.0032383506,0.0011346487,0.00607638,0.0056836116,0.000990854,0.5542181,0.0028596837,0.021188023,0.32757965],"study_design_scores_gemma":[0.007121054,0.0036934533,0.118748076,0.010590307,0.002202842,0.0014142938,0.012233926,0.026711434,0.47744462,0.002453617,0.3276726,0.009713793],"about_ca_topic_score_codex":0.000112165624,"about_ca_topic_score_gemma":0.000089430636,"teacher_disagreement_score":0.31786585,"about_ca_system_score_codex":0.0009566757,"about_ca_system_score_gemma":0.00022932564,"threshold_uncertainty_score":0.9997688},"labels":[],"label_agreement":null},{"id":"W4313037117","doi":"10.18196/ppm.43.611","title":"EDUKASI PROTOKOL KESEHATAN DI ERA PANDEMI COVID-19 BAGI KADER KESEHATAN","year":2022,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Program Pengabdian Masyarakat","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","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":"Humanities; Coronavirus disease 2019 (COVID-19); Medicine; Art; Infectious disease (medical specialty)","score_opus":0.0724206025217408,"score_gpt":0.40998610885229825,"score_spread":0.33756550633055743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313037117","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":[0.776902,0.03805856,0.0007023847,0.09186935,0.01653833,0.04678249,0.001165754,0.004557787,0.02342335],"genre_scores_gemma":[0.93041265,0.00053159124,0.011003253,0.0019154847,0.0033397172,0.013498372,0.000772209,0.00030755973,0.038219173],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9820614,0.0072439397,0.0015453136,0.0024816338,0.0040549003,0.0026128343],"domain_scores_gemma":[0.99246657,0.002556644,0.0012465303,0.001045714,0.00050439645,0.002180137],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0127998935,0.0011905876,0.0012209868,0.000708275,0.011829607,0.0012607893,0.0026225082,0.000596121,0.0033359388],"category_scores_gemma":[0.0061962004,0.0012732535,0.0008209898,0.0038702677,0.0014904124,0.0009380701,0.0013273853,0.0043860525,0.00041165575],"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":[0.0014100019,0.014378434,0.4913249,0.0030465177,0.00076402386,0.0008273125,0.12099653,0.0010894878,0.009523952,0.040222697,0.101162374,0.21525376],"study_design_scores_gemma":[0.0014343584,0.0017431942,0.016773887,0.00046378514,0.00026102326,0.00028603277,0.04370335,0.0004079585,0.0005680197,0.0026044124,0.9296513,0.0021026554],"about_ca_topic_score_codex":0.0011013522,"about_ca_topic_score_gemma":0.00011174368,"teacher_disagreement_score":0.82848895,"about_ca_system_score_codex":0.0029334277,"about_ca_system_score_gemma":0.0067120683,"threshold_uncertainty_score":0.999776},"labels":[],"label_agreement":null}]}