{"id":"W4386867381","doi":"10.33087/talentasipil.v6i2.290","title":"Pengabdian Kepada Masyarakat Pembuatan Jembatan Di Kampung Stamplat Dusun Ciparay, Desa Indragiri, Kecamatan Rancabali, Kabupaten Bandung","year":2023,"lang":"en","type":"article","venue":"Jurnal Talenta Sipil","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Bridge (graph theory); Hydrology (agriculture); Spring (device); Geography; Geology; Engineering; Geotechnical engineering; Structural engineering","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":[0.0001628757,0.0006127779,0.0003268456,0.0006433539,0.00218207,0.001023028,0.0004473566,0.0004187525,0.06763841],"category_scores_gemma":[0.0002880207,0.0002923668,0.0001707394,0.0009301814,0.0004344116,0.0006116711,0.001114581,0.0007491144,0.007406774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006649477,"about_ca_system_score_gemma":0.00142404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005748033,"about_ca_topic_score_gemma":0.01959602,"domain_scores_codex":[0.9999038,0.00001051124,0.000004985258,0.00002777003,0.00001832459,0.00003459954],"domain_scores_gemma":[0.9998755,0.00002348184,0.00001638096,0.00001092444,0.00002772407,0.00004596412],"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":[0.001761227,0.001328162,0.0817863,0.003514274,0.0001102599,0.01981944,0.01739843,0.0009526779,0.0730987,0.02416944,0.1036782,0.6723828],"study_design_scores_gemma":[0.00007688209,0.0003416442,0.1425037,0.000491342,0.00005466719,0.006907797,0.01242141,0.0004507808,0.004130178,0.001013273,0.8315523,0.00005600534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6296837,0.01106022,0.003714857,0.002425329,0.0007205742,0.0009671967,0.002631677,0.0006846799,0.3481118],"genre_scores_gemma":[0.5956982,0.006293471,0.007334336,0.0006751294,0.00009529301,0.0004302419,0.001921831,0.000170936,0.3873805],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06763841,"threshold_uncertainty_score":0.2262731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174869564752068,"score_gpt":0.2344832899791816,"score_spread":0.2169963335039748,"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."}}