{"id":"W4410100147","doi":"10.47392/irjaem.2025.0143","title":"Job Screen AI – Automated Resume Screening system","year":2025,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering and Management (IRJAEM)","topic":"AI and HR Technologies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.001024387,0.0002010595,0.0001938106,0.002122175,0.0003983293,0.0008324431,0.0006602678,0.00007328346,0.0000238677],"category_scores_gemma":[0.0003194697,0.0001833322,0.00007187552,0.0006951133,0.00005664031,0.0008750254,0.0005664682,0.0006809153,0.00007241761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960696,"about_ca_system_score_gemma":0.00001207145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003051317,"about_ca_topic_score_gemma":0.000004287777,"domain_scores_codex":[0.9980597,0.00001353,0.0003478153,0.0003150265,0.0007891721,0.0004747575],"domain_scores_gemma":[0.9991854,0.00009434085,0.00009199369,0.0002176127,0.0003788487,0.0000317659],"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":[0.0002479453,0.00006063206,0.001216157,0.0005384503,0.0004513413,0.000391516,0.00001033711,0.04287801,0.0004778534,0.8155876,0.03642623,0.1017139],"study_design_scores_gemma":[0.001631986,0.00004302124,0.01444948,0.002451316,0.00003418258,0.00001982511,0.000643399,0.2684657,0.0001188389,0.002421409,0.7093877,0.0003331717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1633702,0.002921278,0.2149683,0.05185796,0.007511978,0.002511174,0.00002857534,0.009345209,0.5474854],"genre_scores_gemma":[0.9890529,0.0006194577,0.004248337,0.0006503666,0.0004949274,0.00005514256,0.00001288413,0.00003763403,0.004828374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8256827,"threshold_uncertainty_score":0.8027267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345954699101618,"score_gpt":0.3245142469240819,"score_spread":0.3010546999330658,"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."}}