{"id":"W4413899560","doi":"10.61132/mars.v3i4.1038","title":"Sistem Pendukung Keputusan Berbasis Metode Topsis untuk Rekomendasi Pengadaan Alat Kesehatan","year":2025,"lang":"en","type":"article","venue":"Mars Jurnal Teknik Mesin Industri Elektro Dan Ilmu Komputer","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001958814,0.0009216569,0.00116177,0.001677485,0.0008356599,0.001122372,0.004395662,0.001020698,0.00005377004],"category_scores_gemma":[0.0002780806,0.0009195242,0.0004715915,0.00343661,0.0003180388,0.00174897,0.0016263,0.001962266,0.0001148083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141103,"about_ca_system_score_gemma":0.0007995092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009793699,"about_ca_topic_score_gemma":0.00003830268,"domain_scores_codex":[0.9927943,0.0007621177,0.001646365,0.001897779,0.0014097,0.001489771],"domain_scores_gemma":[0.9951072,0.0007857546,0.0007061803,0.002474715,0.0004943882,0.0004317911],"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":[0.00007834304,0.0006065129,0.04159497,0.0001862637,0.001261121,0.0006431769,0.00056965,0.0003954164,0.005015898,0.2053037,0.1680705,0.5762744],"study_design_scores_gemma":[0.003282585,0.0005142784,0.02528915,0.001102832,0.0003099077,0.0008714041,0.0004156012,0.02172463,0.02646849,0.004700366,0.9129226,0.002398193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4033773,0.005368229,0.4417579,0.07455001,0.01332402,0.004120818,0.0001330978,0.005172036,0.05219659],"genre_scores_gemma":[0.8624207,0.0001732285,0.1056598,0.002741228,0.001225129,0.0002718006,0.00008653712,0.0001666967,0.02725492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7448521,"threshold_uncertainty_score":0.9999146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339488119011237,"score_gpt":0.2548055158619296,"score_spread":0.2414106346718172,"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."}}