{"id":"W4411523142","doi":"10.53276/dedikasi.v4i1.240","title":"Optimalisasi Publikasi Guru di Era Merdeka Belajar: Kolaborasi MGMP dan Perguruan Tinggi dalam Penguatan Kompetensi Penulisan Ilmiah","year":2025,"lang":"en","type":"article","venue":"Dedikasi Jurnal Pengabdian Kepada Masyarakat","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Promotion (chess); Accreditation; Participatory action research; Action research; Pedagogy; Medical education; Psychology; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001789823,0.0003354159,0.0002584801,0.001130052,0.002876457,0.005525729,0.000788973,0.0007577527,0.01707466],"category_scores_gemma":[0.00334936,0.0001868298,0.0001661281,0.001373266,0.001161841,0.002337575,0.003541798,0.0009557693,0.002741064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925314,"about_ca_system_score_gemma":0.00754617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003148877,"about_ca_topic_score_gemma":0.008303087,"domain_scores_codex":[0.998806,0.0004279971,0.00006844629,0.0001367249,0.0003503493,0.0002104939],"domain_scores_gemma":[0.998367,0.0006627413,0.000183085,0.0001375657,0.0002734582,0.0003761378],"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":[0.0006593974,0.001465003,0.03813277,0.003181367,0.00005593461,0.004818582,0.04650863,0.001457853,0.02050062,0.03229381,0.01968154,0.8312445],"study_design_scores_gemma":[0.00008282183,0.0009151935,0.1378482,0.002599703,0.000166671,0.004135013,0.136247,0.002784285,0.03053655,0.02033315,0.6641817,0.0001697243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8193218,0.009650681,0.009356451,0.01128595,0.0005310475,0.0004633356,0.0003437535,0.0004529318,0.1485941],"genre_scores_gemma":[0.9372843,0.003647255,0.01295617,0.0003979309,0.00007883635,0.0002174663,0.0002117434,0.0001185743,0.04508757],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01707466,"threshold_uncertainty_score":0.0571205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947880497877778,"score_gpt":0.3512192141934646,"score_spread":0.3317404092146868,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}