{"id":"W7125608023","doi":"10.1109/icsss66939.2025.11346170","title":"Scopira: An AI-Driven Career Guidance System Using Resume Parsing, Skill Gap Analysis, and Intelligent Job Matching","year":2025,"lang":"","type":"article","venue":"","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":"Matching (statistics); USable; Guidance system; Key (lock); Career path; Job market; Ideal (ethics); Job analysis","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":[0.0008360283,0.000698156,0.001140588,0.002125784,0.001154812,0.002226992,0.0008998052,0.0004495326,0.0001480044],"category_scores_gemma":[0.0001142146,0.0006580081,0.0003137831,0.003380947,0.0003183749,0.002203171,0.001467473,0.0005097446,0.00004969211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003168474,"about_ca_system_score_gemma":0.00009442129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007666803,"about_ca_topic_score_gemma":0.00294263,"domain_scores_codex":[0.9960265,0.00006655477,0.001234843,0.001275346,0.0004831204,0.0009136637],"domain_scores_gemma":[0.9976524,0.00006794005,0.0005637159,0.00112905,0.0005395959,0.00004728625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001313991,0.0002702904,0.6979436,0.006747601,0.003706038,0.0001178414,0.000830535,0.008312236,0.00141012,0.2491282,0.002664875,0.02873731],"study_design_scores_gemma":[0.001795089,0.00009933774,0.08896639,0.01404229,0.01679241,0.00001341622,0.05784903,0.7822249,0.002954935,0.01042055,0.02110025,0.003741391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7392526,0.01142741,0.2216882,0.001919386,0.001406086,0.001049175,0.00001391713,0.001033087,0.02221017],"genre_scores_gemma":[0.9933031,0.0003057007,0.003233657,0.001243705,0.0003479057,0.00001549095,0.00002127053,0.00004816033,0.001480963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7739127,"threshold_uncertainty_score":0.9995871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520673775000063,"score_gpt":0.2893331720933777,"score_spread":0.254126434343377,"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."}}