{"id":"W4412446013","doi":"10.1109/icici65870.2025.11069785","title":"AI-Powered Resume Screening System Using NLP and Machine Learning","year":2025,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Artificial intelligence; Natural language processing; Machine learning; Speech recognition","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":[0.0003438421,0.00009653546,0.0001393778,0.000132369,0.000208125,0.0002118718,0.0003061196,0.00004608803,0.000004013725],"category_scores_gemma":[0.00003397827,0.00008845791,0.00002599496,0.0002404972,0.0000137251,0.0002752337,0.0004268546,0.0001752817,0.000002935704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003743689,"about_ca_system_score_gemma":0.00003319802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003873855,"about_ca_topic_score_gemma":0.00001422363,"domain_scores_codex":[0.9990615,0.00006859621,0.0001973359,0.000339341,0.0001327772,0.0002004013],"domain_scores_gemma":[0.9995083,0.00005394403,0.00004197971,0.0003079051,0.00003957219,0.00004833939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001705608,0.00002018064,0.0269179,0.0002944457,0.00008126553,0.00006174486,0.0009176616,0.0271163,0.004893414,0.778546,0.0001503615,0.1609837],"study_design_scores_gemma":[0.0001998005,0.000007900991,0.0002815911,0.0001317206,0.000005109322,0.00001565376,0.00007034544,0.9974148,0.0003299188,0.0002503806,0.001201717,0.00009111344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01282611,0.0004361537,0.9782407,0.0007079233,0.000191562,0.0000774552,2.148327e-7,0.000327594,0.007192235],"genre_scores_gemma":[0.7881362,0.000002709079,0.2105883,0.0002748604,0.00002130669,0.000001249271,3.565534e-7,0.000004218602,0.0009707822],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9702985,"threshold_uncertainty_score":0.3607209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03346483338106629,"score_gpt":0.2675376593003124,"score_spread":0.2340728259192461,"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."}}