{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007468666,0.001148276,0.0004793023,0.001956197,0.0007242044,0.001236049,0.001922378,0.001028264,0.01488304],"category_scores_gemma":[0.003401715,0.0004401363,0.0007819992,0.001296364,0.0003217956,0.002005127,0.001836807,0.001227618,0.01080934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006763822,"about_ca_system_score_gemma":0.002163554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005843408,"about_ca_topic_score_gemma":0.01118476,"domain_scores_codex":[0.9993991,0.00009204049,0.00004762782,0.0002011718,0.0002087056,0.00005132263],"domain_scores_gemma":[0.9987282,0.0004996587,0.0001082652,0.0001997659,0.0002397808,0.0002243016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001311257,0.0009632964,0.01151311,0.001238964,0.000122081,0.0008805107,0.001541154,0.01093522,0.01935802,0.007390497,0.3040082,0.6407378],"study_design_scores_gemma":[0.0004532519,0.000762696,0.01898247,0.0002885743,0.0001413514,0.0009353475,0.001422356,0.531216,0.02515471,0.02843426,0.3918965,0.0003125294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07772298,0.00117926,0.4665923,0.002201235,0.000737877,0.001450244,0.0282877,0.3829646,0.03886386],"genre_scores_gemma":[0.191151,0.0008126617,0.6891169,0.001719148,0.0002245414,0.001267539,0.07010446,0.004319841,0.04128392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01488304,"threshold_uncertainty_score":0.04978871,"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."}}