{"id":"W7161633079","doi":"10.37253/landmark.v3i1.11019","title":"Cerdas Bersama, Berbagi untuk Sesama: Pengabdian Masyarakat melalui Pendidikan Matematika dan Bantuan Sosial di Panti Asuhan Al-Huffaz Batam","year":2025,"lang":"","type":"article","venue":"Landmark","topic":"Education and Character Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Class (philosophy)","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":[0.0009873883,0.0005338448,0.0004684962,0.0005634709,0.003971264,0.005200623,0.0005246649,0.00144719,0.03239315],"category_scores_gemma":[0.001347634,0.0003049585,0.0003073548,0.0006380131,0.002245722,0.002950013,0.003380111,0.002349354,0.007900086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002307078,"about_ca_system_score_gemma":0.003185745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00645639,"about_ca_topic_score_gemma":0.01634429,"domain_scores_codex":[0.9993557,0.0001596594,0.00002161872,0.0001361588,0.000201915,0.000124943],"domain_scores_gemma":[0.9992699,0.0001355919,0.00006567586,0.00006424974,0.0002538671,0.0002107494],"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":[0.001414627,0.001041228,0.0531054,0.002794062,0.0001683001,0.005012215,0.1629503,0.0006010017,0.05876845,0.1401567,0.07594818,0.4980396],"study_design_scores_gemma":[0.00003747012,0.0005109666,0.06162637,0.0006482538,0.00009207188,0.001417236,0.06543398,0.0003450607,0.007963581,0.02000658,0.8418108,0.0001075713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5103155,0.01630538,0.009097661,0.02483768,0.001760279,0.0001722654,0.0004718098,0.0004447204,0.4365946],"genre_scores_gemma":[0.7031729,0.006512346,0.006706161,0.002439454,0.0001879559,0.00008885546,0.0003554234,0.0001962629,0.2803407],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03239315,"threshold_uncertainty_score":0.1083659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483547778446847,"score_gpt":0.3074523191438168,"score_spread":0.2926168413593483,"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."}}