{"id":"W4382895101","doi":"10.36378/bhakti_nagori.v3i1.2800","title":"PENYULUHAN PEMBERDAYAAN KELUARGA SAKINAH PADA PASANGAN YANG MEMILIKI PROBLEM KOMUNIKASI DI DESA LUBUK TERENTANG KABUPATEN KUANTAN SINGINGI","year":2023,"lang":"id","type":"article","venue":"BHAKTI NAGORI (Jurnal Pengabdian kepada Masyarakat)","topic":"Marriage and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Humanities; Psychology; 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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004855531,0.002206343,0.002277277,0.001506128,0.005251217,0.002045941,0.003484953,0.001216342,0.001610347],"category_scores_gemma":[0.0007291577,0.002355486,0.001492499,0.006088189,0.001092313,0.002023545,0.001357405,0.003295813,0.002655309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190352,"about_ca_system_score_gemma":0.002076344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009421169,"about_ca_topic_score_gemma":0.01891343,"domain_scores_codex":[0.9833865,0.002458659,0.002719217,0.002751,0.003601865,0.005082788],"domain_scores_gemma":[0.9917707,0.00140431,0.001610544,0.002068515,0.0007103491,0.002435606],"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":[0.001814662,0.003657062,0.4904987,0.004101287,0.003919948,0.01888611,0.1373615,0.0008743954,0.02343649,0.04025339,0.102315,0.1728814],"study_design_scores_gemma":[0.00869842,0.002045074,0.1669503,0.003391468,0.002403422,0.0005485807,0.1134434,0.01336155,0.001712655,0.007382997,0.669022,0.01104012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611711,0.00237586,0.0002400014,0.004054223,0.009115645,0.003955917,0.0006769305,0.001943952,0.1164664],"genre_scores_gemma":[0.9410242,0.004512412,0.001017338,0.000585178,0.003981126,0.0001818715,0.000656212,0.0005439575,0.04749772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.566707,"threshold_uncertainty_score":0.9993023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659792865467964,"score_gpt":0.281175040557909,"score_spread":0.2545771119032293,"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."}}