{"id":"W4408088310","doi":"10.33087/talentasipil.v8i1.678","title":"Transformasi Kinerja Kontraktor melalui Inovasi Rantai Pasok pada Proyek Pengendalian Banjir dan Pembangunan Embung di Kabupaten Dharmasraya","year":2025,"lang":"en","type":"article","venue":"Jurnal Talenta Sipil","topic":"Multimedia Learning Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Business administration; Business","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"],"consensus_categories":[],"category_scores_codex":[0.001062673,0.0006490245,0.0007574072,0.0005002588,0.0005429233,0.0006056651,0.002492814,0.0002531382,0.0001014969],"category_scores_gemma":[0.0001105071,0.0005779273,0.0003788778,0.001134239,0.0001560882,0.00131735,0.000337868,0.001023101,0.0001308412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476233,"about_ca_system_score_gemma":0.0004755419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002966936,"about_ca_topic_score_gemma":0.0001288477,"domain_scores_codex":[0.9949629,0.0004776981,0.001159376,0.001084687,0.001144966,0.001170407],"domain_scores_gemma":[0.9975508,0.000234759,0.0003702486,0.001158126,0.0002285708,0.0004574613],"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":[0.0007978162,0.002618287,0.2795021,0.003115408,0.002476998,0.002021775,0.04953973,0.001488146,0.1604596,0.02760384,0.03830912,0.4320672],"study_design_scores_gemma":[0.01649425,0.001213743,0.3498984,0.002160846,0.0005514111,0.000879764,0.003171912,0.1192039,0.07381423,0.0003904043,0.4281021,0.004119091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8705429,0.003015311,0.07629137,0.008945291,0.01141341,0.003316754,0.0000808727,0.001763225,0.0246309],"genre_scores_gemma":[0.9930454,0.0001087635,0.002164249,0.000458958,0.0005790109,0.0001372144,0.00003692731,0.00006256369,0.003406927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4279481,"threshold_uncertainty_score":0.9996672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162783296565947,"score_gpt":0.2560210999984236,"score_spread":0.2443932670327641,"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."}}