{"id":"W4411035284","doi":"10.18280/jesa.580403","title":"Decision Support System on Faculty Profiling Using Full-Text Search Algorithm: A Tool for Evaluating Faculty Performances","year":2025,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Profiling (computer programming); Computer science; Algorithm; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003399726,0.001133634,0.001081278,0.007244531,0.001057071,0.002621331,0.001042013,0.00104477,0.008827753],"category_scores_gemma":[0.01041936,0.0002732294,0.0008394671,0.004369761,0.0002418595,0.002348744,0.001018643,0.0004772193,0.003457316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008074517,"about_ca_system_score_gemma":0.001972797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003098322,"about_ca_topic_score_gemma":0.002890361,"domain_scores_codex":[0.9971317,0.0008177776,0.0005982515,0.0004756726,0.000834314,0.0001422476],"domain_scores_gemma":[0.994415,0.002729657,0.0005578064,0.0003691132,0.001705781,0.000222724],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001600159,0.0008120225,0.0161798,0.001190567,0.000191963,0.0004578002,0.001053201,0.0143837,0.01602822,0.003577827,0.03942815,0.9050966],"study_design_scores_gemma":[0.001073638,0.002184377,0.04311359,0.0006334524,0.0005079953,0.001258964,0.002772409,0.7766261,0.07579725,0.01633373,0.07928626,0.0004123518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2730997,0.001258501,0.6177905,0.001526431,0.0003732606,0.004260254,0.01774402,0.0630576,0.02088976],"genre_scores_gemma":[0.3989313,0.0004155947,0.5798821,0.0002839243,0.0001019794,0.001720657,0.01201068,0.0005376413,0.006116057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9966003,"threshold_uncertainty_score":0.02953178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07704063835483686,"score_gpt":0.4004780708152288,"score_spread":0.323437432460392,"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."}}