{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"01bfff76a37c","filters":{"venue":"Linggamas Jurnal Pengabdian Masyarakat"}},"results":[{"id":"W4406428236","doi":"10.20884/1.linggamas.2023.1.1.9350","title":"Identifikasi dan Upaya Pemenuhan Kebutuhan Informasi Terkait Pemeliharaan Kesehatan Reproduksi Remaja Melalui Kegiatan Edukasi pada Siswa Sebuah SMP di Kabupaten Cilacap","year":2023,"lang":"id","type":"article","venue":"Linggamas Jurnal Pengabdian Masyarakat","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"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":"Business","authors":[{"name":"Catharina Widiartini","is_ca":false},{"name":"Fajar Wahyu Pribadi","is_ca":false},{"name":"Thomas Sutasman","is_ca":true},{"name":"Prasetyo Tri Kuncoro","is_ca":false},{"name":"Agus Budi Setiawan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04352485510801791,"gpt":0.3114505508254597,"spread":0.2679256957174418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.008997764,0.002182265,0.002195276,0.00212218,0.002438881,0.003553061,0.005997579,0.001010476,0.0003645726],"category_scores_gemma":[0.004057905,0.002260994,0.001307009,0.005489227,0.0007302765,0.003928888,0.002551115,0.003832281,0.002737993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009463983,"about_ca_system_score_gemma":0.002895143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527274,"about_ca_topic_score_gemma":0.0002893122,"domain_scores_codex":[0.9822454,0.001918258,0.003760342,0.004018872,0.003913826,0.00414332],"domain_scores_gemma":[0.9863908,0.001759755,0.002145435,0.005128996,0.001497697,0.003077274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001089222,0.003364493,0.4160485,0.004974724,0.00283285,0.005919716,0.126109,0.0008430252,0.03140528,0.03575417,0.03824553,0.3334135],"study_design_scores_gemma":[0.004615354,0.00162065,0.5818136,0.003270904,0.0008933978,0.0009240423,0.01275181,0.01139625,0.0223743,0.004519577,0.3497399,0.006080205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9214183,0.004074264,0.003226562,0.01919722,0.03078531,0.003547089,0.0002463435,0.001960017,0.01554491],"genre_scores_gemma":[0.9019389,0.005560537,0.02318793,0.00142821,0.01108208,0.0005469592,0.00116462,0.0006439505,0.0544468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3273333,"threshold_uncertainty_score":0.9993805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406428291","doi":"10.20884/1.linggamas.2024.1.2.10163","title":"Upaya Peningkatan Kapasitas Guru SMP Pius Cilacap dalam Mendampingi Remaja Sebagai Generasi Digital Native untuk Memelihara Kesehatan Reproduksi","year":2023,"lang":"id","type":"article","venue":"Linggamas Jurnal Pengabdian Masyarakat","topic":"Adolescent Health and Behaviors","field":"Health Professions","cited_by":0,"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":"Medicine","authors":[{"name":"Catharina Widiartini","is_ca":false},{"name":"Fajar Wahyu Pribadii","is_ca":false},{"name":"Agus Budi Setiawan","is_ca":false},{"name":"Rizak Tiara Yusan","is_ca":false},{"name":"Thomas Sutasman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.072316764091014,"gpt":0.3883039741606183,"spread":0.3159872100696043,"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","research_integrity","insufficient_payload"],"category_scores_codex":[0.005663073,0.002472897,0.002939051,0.002053253,0.005923129,0.0009677171,0.002496588,0.002120773,0.003165295],"category_scores_gemma":[0.003803722,0.002527615,0.001213645,0.004458593,0.0008196468,0.002096246,0.001728974,0.009379939,0.01363048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00210093,"about_ca_system_score_gemma":0.003978135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002066833,"about_ca_topic_score_gemma":0.0002761037,"domain_scores_codex":[0.9786752,0.002556986,0.004954918,0.004189484,0.003207244,0.006416164],"domain_scores_gemma":[0.9864941,0.001716659,0.002902725,0.003236306,0.00154015,0.004110121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003412317,0.002244119,0.7963408,0.007354125,0.001112883,0.007448024,0.04401384,0.0003311346,0.005272334,0.002229826,0.1011376,0.02910299],"study_design_scores_gemma":[0.0150724,0.003245847,0.6327459,0.01434892,0.00191656,0.0006199592,0.05784356,0.002884548,0.003875043,0.001355836,0.2569137,0.009177702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313078,0.003993363,0.0001995358,0.01315358,0.01531351,0.006465575,0.002875411,0.002137259,0.02455397],"genre_scores_gemma":[0.9239145,0.002286448,0.00033578,0.001288946,0.007598837,0.0002401409,0.002251756,0.0007334597,0.06135014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1635949,"threshold_uncertainty_score":0.9991747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7163648192","doi":"10.20884/1.linggamas.2025.3.1.17401","title":"Pemberdayaan UMKM Melalui Fasilitas Legalitas Usaha di Desa Bajing, Kroya: Implementasi Program Pendampingan NIB, P-IRT, dan Sertifikat Halal","year":2025,"lang":"","type":"article","venue":"Linggamas Jurnal Pengabdian Masyarakat","topic":"Halal products and consumer behavior","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":"Encana (Canada)","funders":"","keywords":"Work (physics)","authors":[{"name":"Said Rendi Saputra","is_ca":false},{"name":"Devina Stevanova Najwa Philo Basori","is_ca":false},{"name":"Nuroaena Nuroaena","is_ca":false},{"name":"Iffa Naila Farkhria","is_ca":false},{"name":"Rizal Miftahul’ulum","is_ca":false},{"name":"Inggit Yulia Wardani","is_ca":false},{"name":"Audivalensi Kautsarmesya","is_ca":false},{"name":"Salsa Apriliana Putri","is_ca":false},{"name":"Kimi Habibie","is_ca":false},{"name":"Amini Dwi Astanti","is_ca":false},{"name":"Desi Ratna Sari","is_ca":false},{"name":"Ormat Ormat","is_ca":false},{"name":"Wahyudin Wahyudin","is_ca":false},{"name":"Desty Lofita Ayunissa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03131802855518986,"gpt":0.3696286972129862,"spread":0.3383106686577964,"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":["metaepi_narrow","sts"],"category_scores_codex":[0.006810375,0.002417587,0.002481299,0.001168314,0.007219197,0.004108379,0.003807626,0.001263025,0.003023052],"category_scores_gemma":[0.001466374,0.002553102,0.001702328,0.003791128,0.002752577,0.002388432,0.001403959,0.004368048,0.0007722364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574158,"about_ca_system_score_gemma":0.003754373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006564574,"about_ca_topic_score_gemma":0.01129832,"domain_scores_codex":[0.9806546,0.003264988,0.00386923,0.00406209,0.002964523,0.005184555],"domain_scores_gemma":[0.991573,0.0008017463,0.001367634,0.002622494,0.001235034,0.002400116],"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":[0.000932137,0.005590122,0.30241,0.001431394,0.002351404,0.001258107,0.03666303,0.00009522784,0.005652678,0.05406673,0.01713434,0.5724148],"study_design_scores_gemma":[0.003777406,0.001037069,0.04811656,0.001571755,0.002480175,0.00009852213,0.03194404,0.0004976327,0.006879132,0.001416998,0.8984326,0.003748136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074784,0.010813,0.0001447736,0.01728491,0.01142272,0.008258173,0.0004516474,0.001052847,0.04309352],"genre_scores_gemma":[0.9673623,0.001097148,0.001197083,0.0008875978,0.002730592,0.0006486753,0.000222,0.0002711931,0.02558338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8812982,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}