{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009130469,0.0005911534,0.0003584063,0.0009407744,0.001395076,0.004738799,0.0005867679,0.0006529018,0.02596207],"category_scores_gemma":[0.001231281,0.0003500404,0.000457404,0.001198965,0.0009595814,0.002087822,0.001891344,0.001141742,0.005351148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274749,"about_ca_system_score_gemma":0.002221151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002818158,"about_ca_topic_score_gemma":0.006686267,"domain_scores_codex":[0.9992014,0.0001219505,0.00005740359,0.0001092725,0.0003791124,0.0001309148],"domain_scores_gemma":[0.9994422,0.000147293,0.00007108841,0.00005419629,0.0002086221,0.00007664902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007791328,0.001061888,0.06370786,0.00198442,0.000130216,0.005358094,0.0249957,0.007164937,0.07864387,0.1030549,0.01270734,0.7004116],"study_design_scores_gemma":[0.0001130199,0.001003204,0.1738152,0.00121071,0.0002467902,0.004924176,0.05864879,0.01771947,0.08317634,0.03725583,0.6215821,0.0003043058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6451242,0.003477788,0.03602246,0.002133812,0.0003165225,0.000406356,0.0007904199,0.0004609878,0.3112675],"genre_scores_gemma":[0.8884564,0.002130707,0.02251715,0.0001238713,0.00003413431,0.0001311881,0.0003780012,0.0001453599,0.08608324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02596207,"threshold_uncertainty_score":0.08685184,"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."}}