{"id":"W4412354169","doi":"10.62712/juribmas.v4i1.441","title":"Optimalisasi Metode Pembelajaran Interaktif dalam Kursus Komputer di LKP Karya Prima Secara Hybrid","year":2025,"lang":"id","type":"article","venue":"Jurnal Hasil Pengabdian Masyarakat (JURIBMAS)","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Humanities; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.000947774,0.001735909,0.001716965,0.002288361,0.0008003223,0.000744238,0.002077986,0.001024879,0.0004307467],"category_scores_gemma":[0.0003236652,0.001984737,0.0008350587,0.002301378,0.0004753952,0.000891803,0.0006747773,0.004401598,0.0007649559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000545,"about_ca_system_score_gemma":0.0004644952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005297043,"about_ca_topic_score_gemma":0.00003951084,"domain_scores_codex":[0.9930717,0.0002290962,0.002097755,0.001576771,0.0007779772,0.002246731],"domain_scores_gemma":[0.9959586,0.0004465515,0.0003773296,0.00217753,0.0004906179,0.000549426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00124211,0.004157539,0.03984459,0.009405744,0.01676127,0.008902773,0.005038613,0.173755,0.03478393,0.3384856,0.1747684,0.1928544],"study_design_scores_gemma":[0.01375422,0.001537062,0.1068139,0.006721186,0.003037725,0.00243327,0.0007761146,0.2312993,0.07663751,0.005836756,0.5416598,0.009493154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7399731,0.009939325,0.1093511,0.009683158,0.01594983,0.002291383,0.0005381773,0.005199424,0.1070745],"genre_scores_gemma":[0.9787172,0.00059773,0.009387488,0.0004636375,0.000874019,0.0002155726,0.0002584553,0.0003590632,0.009126809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3668914,"threshold_uncertainty_score":0.9995387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007091501959751689,"score_gpt":0.231669195769759,"score_spread":0.2245776938100073,"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."}}