{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"19807169382d","filters":{"venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat"}},"results":[{"id":"W4205883879","doi":"10.31540/jpm.v3i1.845","title":"PELATIHAN PEMBUATAN KOMPOS DARI SAMPAH ORGANIK RUMAHTANGGA DENGAN METODE TAKAKURA","year":2020,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"Waste Management and Recycling","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Humanities; Philosophy","authors":[{"name":"Yunita Wardianti","is_ca":true},{"name":"Yuni Krisnawati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02800281526058132,"gpt":0.2258847718006713,"spread":0.19788195654009,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008582419,0.001135662,0.001058891,0.0002353146,0.001187967,0.0007835008,0.001818397,0.0004203033,0.009756127],"category_scores_gemma":[0.0002492685,0.001096018,0.000546346,0.001446137,0.000447697,0.001135863,0.001259267,0.001848433,0.01244719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005223969,"about_ca_system_score_gemma":0.0001178669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005186041,"about_ca_topic_score_gemma":0.0007006862,"domain_scores_codex":[0.9929804,0.0005715336,0.001287305,0.001647673,0.00176233,0.001750813],"domain_scores_gemma":[0.9965568,0.000238888,0.0007024216,0.0009329644,0.00004945869,0.001519522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001624034,0.001668416,0.1982565,0.002097619,0.002442062,0.005946752,0.03880569,0.003645386,0.3835059,0.002203983,0.3095491,0.05025462],"study_design_scores_gemma":[0.007579446,0.002626012,0.1946955,0.0008873693,0.002173283,0.0003620021,0.02378292,0.0163183,0.03149191,0.0003885195,0.7123139,0.007380893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888073,0.002368612,0.001774105,0.0238863,0.003432904,0.002302109,0.0003257194,0.0005703433,0.07653259],"genre_scores_gemma":[0.9823598,0.0004552597,0.001051526,0.003408978,0.001321895,0.00001901676,0.0001896819,0.000233028,0.01096084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4027648,"threshold_uncertainty_score":0.999149,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283454986","doi":"10.31540/jpm.v4i2.1592","title":"BANK SAYUR ORGANIK ALTERNATIF MENINGKATKAN KETAHANAN PANGAN RUMAH TANGGA DI DESA SETIAWARGI","year":2022,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"Public Health and Nutrition","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Humanities; Art","authors":[{"name":"Nurfadilah Siregar","is_ca":false},{"name":"Khomsatun Ni’mah","is_ca":true},{"name":"Dwi Apriyani","is_ca":true},{"name":"Iis Siti Aisyah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02136791399904648,"gpt":0.271119108303864,"spread":0.2497511943048176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002704285,0.001073054,0.001477901,0.001062483,0.00233414,0.0003244708,0.001200741,0.0004035112,0.00628804],"category_scores_gemma":[0.0005509435,0.001142568,0.0005995816,0.001767986,0.0002273373,0.0006037054,0.0006527976,0.003645521,0.0009529789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002325,"about_ca_system_score_gemma":0.001901744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695126,"about_ca_topic_score_gemma":0.0003683434,"domain_scores_codex":[0.9899431,0.00157371,0.001776919,0.001457593,0.002613205,0.002635485],"domain_scores_gemma":[0.9945133,0.0004405615,0.0009539798,0.001324265,0.0003695051,0.002398393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005866611,0.005987629,0.2936936,0.00527755,0.002576742,0.0183342,0.01371923,0.00008596625,0.08196703,0.003007168,0.4972317,0.07225257],"study_design_scores_gemma":[0.01116895,0.004647641,0.1181366,0.0007995472,0.0009511689,0.003110552,0.008084005,0.0009489243,0.006382559,0.000205622,0.8432412,0.002323229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359453,0.01163762,0.0002079649,0.02901455,0.007099072,0.002545518,0.001068168,0.0005019889,0.01197984],"genre_scores_gemma":[0.9719532,0.001207653,0.0002115345,0.005335342,0.003646824,0.0002705743,0.001418938,0.000316323,0.01563968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3460095,"threshold_uncertainty_score":0.9998249,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382241874","doi":"10.31540/jpm.v5i2.2029","title":"UPGRADING KESIAPAN BISNIS UMKM GULA SEMUT DI DESA SENDANG BARU LAMPUNG TENGAH MELALUI PELAKSANAAN PERIZINAN DAN SERTIFIKASI","year":2023,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Physics; Art","authors":[{"name":"Appin Purisky Redaputri","is_ca":true},{"name":"Hendri Dunan","is_ca":true},{"name":"Soewito Soewito","is_ca":false},{"name":"Okta Ainita","is_ca":true},{"name":"Lukmanul Hakim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03401216343236611,"gpt":0.2803633282017637,"spread":0.2463511647693976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00415293,0.001295108,0.001288931,0.001025847,0.003970566,0.00209808,0.001637573,0.0006978048,0.0003303059],"category_scores_gemma":[0.001448202,0.001338409,0.0008581618,0.004046708,0.0007101602,0.001801571,0.0006993395,0.001646121,0.001226744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008908581,"about_ca_system_score_gemma":0.00101142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008181435,"about_ca_topic_score_gemma":0.002189473,"domain_scores_codex":[0.9895476,0.00149634,0.001612953,0.00171604,0.002375687,0.003251343],"domain_scores_gemma":[0.995232,0.001338331,0.000760128,0.0008508918,0.0003406429,0.001477938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005316002,0.0005244784,0.733618,0.001326201,0.001226427,0.00412686,0.08785723,0.0001246106,0.01925699,0.01297506,0.03814536,0.1002872],"study_design_scores_gemma":[0.002378469,0.0004625461,0.4267218,0.002018242,0.0005205931,0.0002326311,0.1156339,0.002615095,0.003069546,0.0005049363,0.4411126,0.004729572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8827255,0.001183619,0.00004270175,0.004746203,0.003891271,0.001075328,0.00006407499,0.0009760069,0.1052953],"genre_scores_gemma":[0.9521803,0.001099295,0.0002285627,0.0003484709,0.002051616,0.00007216369,0.0002942473,0.0002648396,0.04346053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4029673,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283465332","doi":"10.31540/jpm.v4i2.1606","title":"PENINGKATAN KETERAMPILAN MENAPIS DENGAN PAPAN TEKANG BAGI PENGRAJIN PEMULA DI DESA NEGERI KATON PROVINSI LAMPUNG","year":2022,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Terry Fox Research Institute","funders":"","keywords":"Art; Humanities","authors":[{"name":"Noning Verawati","is_ca":true},{"name":"Soewito Soewito","is_ca":false},{"name":"Hanindyalaila Pienrasmi","is_ca":true},{"name":"Budhi Waskito","is_ca":true},{"name":"Ida Farida","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02184431298186208,"gpt":0.2560732934304007,"spread":0.2342289804485386,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003924499,0.001183949,0.001172552,0.0006451969,0.005779463,0.00187019,0.002107258,0.0003391747,0.001747826],"category_scores_gemma":[0.0008514489,0.00129563,0.0007042935,0.001932661,0.0004820964,0.001499085,0.001472587,0.002438704,0.0003095569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155585,"about_ca_system_score_gemma":0.001496628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331006,"about_ca_topic_score_gemma":0.002512852,"domain_scores_codex":[0.9886633,0.002507741,0.001551626,0.001680487,0.002964421,0.002632395],"domain_scores_gemma":[0.995442,0.001130668,0.001076773,0.0008682445,0.0002713609,0.001210974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002282673,0.001786514,0.6857767,0.001184343,0.00132,0.004439265,0.1225143,0.0002107151,0.01492604,0.008318598,0.06645434,0.09078646],"study_design_scores_gemma":[0.003010109,0.001001347,0.08923054,0.0005001759,0.000362298,0.0003148828,0.07347742,0.0006193034,0.001289221,0.0003378439,0.826085,0.003771902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867458,0.002293398,0.00002542842,0.002596132,0.003866212,0.001774152,0.0001474286,0.0004609231,0.1020905],"genre_scores_gemma":[0.9568427,0.0002553014,0.0003088025,0.001039585,0.001365941,0.0002320593,0.0003870255,0.0002285496,0.03933999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7596306,"threshold_uncertainty_score":0.9998627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390364872","doi":"10.31540/jpm.v6i1.2608","title":"PEMBERDAYAAN KADER SARISEJAYA DALAM PEMBUATAN PENCIL BOX BAMBOO DENGAN MOTIF BATIK DURIAN SEBAGAI UPAYA MELESTARIKAN BUDAYA LOKAL LUBUKLINGGAU","year":2023,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Bamboo; Humanities; Art; Materials science","authors":[{"name":"Supriyanto Supriyanto","is_ca":true},{"name":"Isbandiyah Isbandiyah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01737689524207438,"gpt":0.2237799712908222,"spread":0.2064030760487478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001322598,0.001771241,0.001920609,0.0008480565,0.00172788,0.0008882991,0.001386651,0.0009121289,0.002221476],"category_scores_gemma":[0.0004911302,0.001816654,0.0008448808,0.001863308,0.0005096168,0.0007938076,0.0008627952,0.002442311,0.004678307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006269173,"about_ca_system_score_gemma":0.0005142736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008289639,"about_ca_topic_score_gemma":0.001595221,"domain_scores_codex":[0.9910253,0.0005390481,0.002185031,0.001689235,0.001746621,0.002814725],"domain_scores_gemma":[0.9958555,0.0004462952,0.0005588856,0.001467997,0.0004561215,0.001215175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001862503,0.001975536,0.1516949,0.01304877,0.009618293,0.01133652,0.02815219,0.04151243,0.4915695,0.01462599,0.1815889,0.05301449],"study_design_scores_gemma":[0.0104069,0.001726703,0.5224199,0.002885588,0.003064206,0.001968868,0.02473981,0.0191204,0.04614069,0.002492864,0.3524952,0.01253882],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632742,0.002287503,0.0003866517,0.00359716,0.01019273,0.001474823,0.00064485,0.00272679,0.01541528],"genre_scores_gemma":[0.9755163,0.001994642,0.0005114835,0.0001852276,0.002643645,0.0001504092,0.0004549424,0.0004330596,0.01811029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4454288,"threshold_uncertainty_score":0.9998591,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382241664","doi":"10.31540/jpm.v5i2.2110","title":"PEMBERDAYAAN ANAK PUTUS SEKOLAH MELALUI OPTIMALISASI PKBM DI DESA BATU BERIGA","year":2023,"lang":"en","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"Educational Methods and Impacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"School dropout; Government (linguistics); Medical education; Psychology; Presentation (obstetrics); Pedagogy; Sociology; Medicine; Socioeconomics","authors":[{"name":"Fitri Apriani","is_ca":true},{"name":"Yurdayanti Yurdayanti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07385295047401134,"gpt":0.3890623605577728,"spread":0.3152094100837614,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002650975,0.0003416217,0.000433311,0.0003737818,0.001356405,0.0004314032,0.0006845188,0.0002371746,0.0009194862],"category_scores_gemma":[0.001456982,0.0003307051,0.0002573661,0.001561373,0.0003303025,0.0006988754,0.0001193062,0.0005994951,0.0009095959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305276,"about_ca_system_score_gemma":0.0007565961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681672,"about_ca_topic_score_gemma":0.002713104,"domain_scores_codex":[0.9958128,0.0008861113,0.0004838761,0.0005440441,0.001070204,0.001202902],"domain_scores_gemma":[0.9973885,0.0008409519,0.0002212671,0.0004438544,0.0002114112,0.0008940581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003224232,0.0007716159,0.09790055,0.0003093975,0.000626256,0.001674282,0.08457106,0.0006269649,0.01059917,0.2547243,0.4061635,0.1417105],"study_design_scores_gemma":[0.0006048278,0.0001851004,0.1456141,0.0001166908,0.00008832601,0.00003572949,0.01605232,0.000175994,0.000543598,0.005469489,0.8302299,0.0008839723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8437446,0.0006817821,0.0001892197,0.01795829,0.0044088,0.0007600656,0.0001048014,0.0006283747,0.1315241],"genre_scores_gemma":[0.9651271,0.0005964594,0.006190704,0.001270094,0.003129012,0.00006978678,0.0001268859,0.00009359033,0.02339635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4240664,"threshold_uncertainty_score":0.9999938,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}