{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002498602,0.0009534468,0.001228612,0.0004881085,0.002570533,0.00123994,0.001633977,0.0006161567,0.005985196],"category_scores_gemma":[0.0003547487,0.0009438858,0.000455179,0.001637945,0.0006404868,0.0007909433,0.0004976027,0.001063528,0.001519411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007732328,"about_ca_system_score_gemma":0.002059966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960045,"about_ca_topic_score_gemma":0.004318925,"domain_scores_codex":[0.992267,0.0013054,0.001599229,0.001509704,0.001452178,0.001866501],"domain_scores_gemma":[0.996375,0.0006090762,0.0006619419,0.001119645,0.0003417169,0.0008926616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004021765,0.002175733,0.3182019,0.001694851,0.001750019,0.0001834256,0.191548,0.000006747088,0.001262447,0.06146008,0.3744322,0.04688231],"study_design_scores_gemma":[0.001542224,0.0001040281,0.2067215,0.0008737438,0.0003359166,0.00001051241,0.02466048,0.00007156871,0.0009924609,0.001222441,0.7622015,0.001263633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5921292,0.001979718,0.0001895545,0.09444492,0.02214078,0.003088065,0.0002796301,0.000489582,0.2852586],"genre_scores_gemma":[0.9427377,0.002551064,0.0003515797,0.003553966,0.001400231,0.0001670055,0.0003536303,0.00008185021,0.04880298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3877692,"threshold_uncertainty_score":0.9997969,"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."}}