{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007549647,0.0005528674,0.0004597781,0.0002572229,0.0006318497,0.0003150433,0.0009144097,0.0001403818,0.005201318],"category_scores_gemma":[0.00004901222,0.0005217785,0.0002180762,0.001282269,0.0002364161,0.0009546399,0.00163675,0.0004574491,0.004975608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005461962,"about_ca_system_score_gemma":0.00004529495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004297431,"about_ca_topic_score_gemma":0.0008501603,"domain_scores_codex":[0.9957105,0.0001242658,0.000723188,0.0009241128,0.001308425,0.001209545],"domain_scores_gemma":[0.9984112,0.0001179044,0.0002465232,0.0006848458,0.00002010074,0.0005194108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002705889,0.0002895652,0.8498878,0.0001183556,0.000177256,0.001191251,0.001749044,0.0009239081,0.01011186,0.0003305256,0.07239994,0.06254991],"study_design_scores_gemma":[0.001659674,0.0001436779,0.9012718,0.0001132168,0.00006169981,0.00006037054,0.0008868645,0.00137043,0.001327172,0.0006541345,0.09147854,0.0009723963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552523,0.0000924945,0.0002102671,0.0007501203,0.0009765011,0.0006971391,0.00007521011,0.0003892916,0.04155668],"genre_scores_gemma":[0.9862373,0.0002776132,0.0002828608,0.0002877525,0.0001951521,0.00007236735,0.0002259,0.00008137252,0.01233967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06157751,"threshold_uncertainty_score":0.9997234,"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."}}