{"id":"W4382072659","doi":"10.59934/jaiea.v2i3.195","title":"Recruitment of STMIK Kaputama Laboratory Assistant with the Waspas method","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Decision Support System Applications","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Practicum; Computer science; Decision support system; Process (computing); Decision maker; Selection (genetic algorithm); Operations research; Engineering management; Data mining; Medical education; Artificial intelligence; Engineering; Operating system; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001211205,0.0001292595,0.0002338172,0.0003848804,0.0001405576,0.0001303703,0.000309463,0.00004663008,0.00005418097],"category_scores_gemma":[0.00005880638,0.00008755098,0.00006717716,0.001631967,0.00005371761,0.000273223,0.00006493591,0.0001515995,0.0001524812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002507949,"about_ca_system_score_gemma":0.0000380842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001162501,"about_ca_topic_score_gemma":0.000007026691,"domain_scores_codex":[0.9987155,0.00001012043,0.0006135315,0.0001548266,0.0003418155,0.0001641773],"domain_scores_gemma":[0.9985498,0.0002313159,0.0004574479,0.0002979445,0.0004366628,0.00002685217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002304071,0.000655282,0.001085119,0.0007978374,0.000692465,0.00004938115,0.001654073,0.06979223,0.1063397,0.4266341,0.03167871,0.3603907],"study_design_scores_gemma":[0.0001191581,0.00007917989,0.002610971,0.000189754,0.0002678632,0.00004443532,0.004093112,0.02703134,0.01192102,0.00639335,0.9468316,0.0004181655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04434444,0.0002346682,0.9500285,0.003510924,0.0001721972,0.000800999,0.00001403292,0.00009898034,0.0007952136],"genre_scores_gemma":[0.9856367,0.00007813406,0.01275528,0.0001735275,0.0007747987,0.0003330855,0.000008254337,0.00004477116,0.0001954424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9412923,"threshold_uncertainty_score":0.3570225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07581279378210001,"score_gpt":0.3153001438313196,"score_spread":0.2394873500492196,"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."}}