{"id":"W4376573166","doi":"10.46730/jcspa.v3i1.54","title":"Upaya Meningkatkan Dan Mengoptimalkan Pendidikan Di Desa Pulau Binjai Sebagai Bentuk Pengabdian Terhadap Masyarakat Di Bidang Pendidikan","year":2023,"lang":"id","type":"article","venue":"JOURNAL OF COMMUNITY SERVICES PUBLIC AFFAIRS","topic":"Educational Research and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Political science; 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","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02188182,0.0009099997,0.001435005,0.002218686,0.005669093,0.002481563,0.006722011,0.0006210406,0.001497984],"category_scores_gemma":[0.001401219,0.0008701239,0.001000647,0.004878262,0.001026847,0.004227677,0.001772331,0.005214649,0.0002628701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181163,"about_ca_system_score_gemma":0.003519292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005747307,"about_ca_topic_score_gemma":0.01765153,"domain_scores_codex":[0.9793254,0.01140038,0.002058427,0.0005048191,0.004021499,0.002689444],"domain_scores_gemma":[0.9869718,0.004009733,0.002291891,0.001593386,0.002096856,0.003036315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001018633,0.007699892,0.1328133,0.003071724,0.004906823,0.000635003,0.683625,0.0006212901,0.01068022,0.03299553,0.02743673,0.09449583],"study_design_scores_gemma":[0.001530261,0.001261371,0.09835782,0.0006464951,0.0002819563,0.0001016621,0.7280747,0.0005279463,0.0005648031,0.001475325,0.1661561,0.001021616],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8646706,0.001886258,0.00008437513,0.04725136,0.003058241,0.0008927572,0.00008394595,0.0002383933,0.08183411],"genre_scores_gemma":[0.9878072,0.003741185,0.0009049872,0.000300969,0.001511306,0.00003528285,0.0002594588,0.0001442826,0.005295286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1387194,"threshold_uncertainty_score":0.9994148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08311550970951073,"score_gpt":0.3873646168473174,"score_spread":0.3042491071378067,"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."}}