{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005372587,0.0007318266,0.0006392255,0.0006659618,0.0009819734,0.002026413,0.0006542301,0.0006911337,0.02170029],"category_scores_gemma":[0.0004457411,0.0003441039,0.0007644683,0.0006340025,0.0005764013,0.001327242,0.001404127,0.001362362,0.005890806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035647,"about_ca_system_score_gemma":0.00197073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001964457,"about_ca_topic_score_gemma":0.004102711,"domain_scores_codex":[0.999622,0.00005148292,0.00002103751,0.00009776676,0.0001348768,0.00007272007],"domain_scores_gemma":[0.9996997,0.00005641255,0.00004323437,0.00003856119,0.0000933289,0.00006880428],"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":[0.0005990678,0.0005999557,0.004917793,0.001724865,0.00007258049,0.0008465299,0.001480686,0.00111018,0.7058021,0.00931001,0.005981185,0.267555],"study_design_scores_gemma":[0.00006158988,0.001640887,0.02172063,0.0004540419,0.0002030299,0.001037872,0.003047401,0.002473058,0.5418887,0.00485743,0.422522,0.00009336271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5781025,0.01646659,0.1280994,0.004571501,0.001333401,0.001185281,0.00372793,0.003444038,0.2630694],"genre_scores_gemma":[0.594811,0.01533252,0.07971775,0.001375516,0.0001425491,0.0009665323,0.002802505,0.0007896916,0.3040619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02170029,"threshold_uncertainty_score":0.0725947,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001169364,0.0007430394,0.000831222,0.0007564808,0.001181228,0.002872853,0.0006243814,0.001284531,0.02821355],"category_scores_gemma":[0.0009325125,0.0002778094,0.0009117437,0.000772448,0.001067645,0.001564628,0.0016315,0.002130984,0.005928469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523241,"about_ca_system_score_gemma":0.00228047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810014,"about_ca_topic_score_gemma":0.005369455,"domain_scores_codex":[0.9990375,0.0002006397,0.0000729339,0.0001724165,0.0003428387,0.000173724],"domain_scores_gemma":[0.9994117,0.0001314614,0.0001087284,0.0000626305,0.0001833628,0.0001021273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004704595,0.001410945,0.01148105,0.01010035,0.000426111,0.003023235,0.002761311,0.001298679,0.3318705,0.02834382,0.04696481,0.5576146],"study_design_scores_gemma":[0.000258566,0.002777876,0.02054941,0.001445401,0.0005473586,0.00291195,0.002928195,0.0007913183,0.1590131,0.008057444,0.8005809,0.0001384061],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.437415,0.194005,0.0300855,0.0261697,0.005428667,0.001101663,0.004633937,0.001901728,0.2992589],"genre_scores_gemma":[0.7351553,0.07222019,0.01503841,0.006874104,0.000924973,0.0005296496,0.002249409,0.0003620031,0.1666459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02821355,"threshold_uncertainty_score":0.09438378,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005161638,0.0008200094,0.0005388131,0.001261511,0.001484055,0.001984356,0.0007703908,0.0008614381,0.02500767],"category_scores_gemma":[0.0005588367,0.0003257807,0.0008375029,0.0010887,0.0004181307,0.001457021,0.001575701,0.001171884,0.007233075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276812,"about_ca_system_score_gemma":0.001982668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00893727,"about_ca_topic_score_gemma":0.02210937,"domain_scores_codex":[0.9994749,0.00005614057,0.00002651832,0.0001044131,0.0002224775,0.0001155403],"domain_scores_gemma":[0.9996947,0.00003209275,0.00003354284,0.00002586133,0.0001544462,0.00005945217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001748892,0.001220056,0.02351213,0.003741132,0.000181904,0.002537857,0.003110566,0.00493923,0.4105007,0.009616686,0.01320151,0.5256894],"study_design_scores_gemma":[0.0001129757,0.002674831,0.08365355,0.001201408,0.0004819349,0.001778588,0.009456732,0.006926622,0.254426,0.005670782,0.6334206,0.0001959951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7613933,0.008945337,0.03364332,0.001953596,0.0009674933,0.0006483393,0.002435712,0.001431037,0.1885818],"genre_scores_gemma":[0.7565466,0.006058042,0.03016167,0.0005993146,0.00006564689,0.0002505255,0.00192534,0.0004752625,0.2039176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02500767,"threshold_uncertainty_score":0.08365899,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006094214,0.0006431898,0.0002764793,0.0006161348,0.002175993,0.003290892,0.000617629,0.001019021,0.1276181],"category_scores_gemma":[0.000779248,0.0002918763,0.00032555,0.0005840607,0.0007860179,0.001491465,0.001585001,0.001221062,0.02831939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0020071,"about_ca_system_score_gemma":0.002645844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01675838,"about_ca_topic_score_gemma":0.05945164,"domain_scores_codex":[0.999516,0.00006648585,0.00002338268,0.00009851334,0.0002188882,0.00007678015],"domain_scores_gemma":[0.9990789,0.0001486158,0.00005108623,0.0000577647,0.0004893703,0.0001742901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007766996,0.0005824761,0.01897077,0.001259824,0.00005528461,0.001942598,0.0080949,0.0007278098,0.04231065,0.0215951,0.2478373,0.6558465],"study_design_scores_gemma":[0.00002004185,0.0002325045,0.01502529,0.0002626248,0.00004308751,0.0006811047,0.005827031,0.0007351362,0.01075791,0.002338812,0.9640352,0.0000413642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1288128,0.01284639,0.02079515,0.02341732,0.008143473,0.0004949295,0.002557385,0.001814633,0.801118],"genre_scores_gemma":[0.1285932,0.005456545,0.01155598,0.001303436,0.0004555611,0.0001046057,0.0008782623,0.0002366539,0.8514158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1276181,"threshold_uncertainty_score":0.4269252,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004502432,0.0008751887,0.0008903552,0.0005106357,0.001407192,0.00224273,0.0006062695,0.001093731,0.02345653],"category_scores_gemma":[0.000520922,0.0005318403,0.000746589,0.0005317387,0.0008133507,0.002328547,0.001163487,0.001864794,0.006891841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009923015,"about_ca_system_score_gemma":0.001140002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010971,"about_ca_topic_score_gemma":0.004852411,"domain_scores_codex":[0.9996625,0.00004260855,0.00001921427,0.0001100117,0.00009401407,0.00007167555],"domain_scores_gemma":[0.9996089,0.00007240731,0.00006015086,0.00005326189,0.000110861,0.00009446008],"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":[0.000706572,0.0001522318,0.002408764,0.00135193,0.00006675646,0.0008403548,0.0009718377,0.0002496602,0.9438174,0.005018907,0.002249675,0.04216595],"study_design_scores_gemma":[0.00005763154,0.0007597267,0.02008846,0.0003890854,0.0001752969,0.002145839,0.003017186,0.000940665,0.6177304,0.004684978,0.3498806,0.0001301286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7208951,0.03557102,0.06316977,0.005147738,0.002459469,0.0004363676,0.003036164,0.001887984,0.1673965],"genre_scores_gemma":[0.7297443,0.01170553,0.04415926,0.001584727,0.0002105534,0.0003061863,0.002541417,0.0006192505,0.2091288],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02345653,"threshold_uncertainty_score":0.07846987,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005749497,0.0005517385,0.0003127205,0.0003976276,0.001999868,0.001753936,0.0004874657,0.0004856789,0.01758753],"category_scores_gemma":[0.0006421081,0.0002169955,0.0002615858,0.0003907495,0.0005825445,0.0007412367,0.001607796,0.00095127,0.00227693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222887,"about_ca_system_score_gemma":0.002813508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006746121,"about_ca_topic_score_gemma":0.0164742,"domain_scores_codex":[0.9995515,0.0001607074,0.00001644887,0.00006119336,0.00009779782,0.0001123368],"domain_scores_gemma":[0.9996992,0.00006101976,0.00003843216,0.00002052274,0.00007367018,0.0001072244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001712508,0.004540768,0.05911925,0.004831885,0.0001169145,0.006593548,0.01973386,0.002722938,0.03229907,0.01770467,0.0415278,0.8090968],"study_design_scores_gemma":[0.0001708738,0.002606716,0.2149133,0.002409814,0.0002258356,0.004183318,0.06371788,0.002147462,0.02815749,0.005592284,0.6757221,0.0001529853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7289337,0.01340555,0.005072898,0.006649122,0.0006790971,0.0004621739,0.0004549123,0.0003333095,0.2440093],"genre_scores_gemma":[0.8930672,0.00727929,0.01318389,0.0006017442,0.00006490011,0.0002767462,0.000276557,0.00008088489,0.0851688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758753,"threshold_uncertainty_score":0.0588361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}