{"id":"W4415488612","doi":"10.18623/rvd.v22.n2.3378","title":"MAPPING ACADEMIC PRACTICE IN COLLEGE OF BUSINESS AND PUBLIC ADMINISTRATION: FACULTY PROFILE ON INSTRUCTION, RESEARCH, AND COMMUNITY EXTENSION","year":2025,"lang":"","type":"article","venue":"Veredas do Direito Direito Ambiental e Desenvolvimento Sustentável","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Excellence; Quality (philosophy); Higher education; Graduate students; Extension (predicate logic); Descriptive statistics; Service (business); Public university","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","sts"],"consensus_categories":[],"category_scores_codex":[0.004291694,0.0006119292,0.000762708,0.002105949,0.001865059,0.0006462939,0.0009958207,0.0005053611,0.00003999437],"category_scores_gemma":[0.001797522,0.0006366533,0.00008503392,0.005695139,0.000855821,0.003241948,0.001546842,0.001852497,0.00003792464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009647936,"about_ca_system_score_gemma":0.001447345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006170211,"about_ca_topic_score_gemma":0.00005714395,"domain_scores_codex":[0.9922416,0.001889322,0.002114871,0.001048516,0.001740241,0.0009654508],"domain_scores_gemma":[0.9941502,0.0007882043,0.0008690894,0.001008288,0.002739321,0.0004448676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002194865,0.01712638,0.09237903,0.00797506,0.001033144,0.0002024617,0.08495119,0.00006032792,0.006007969,0.6128201,0.02212422,0.1531252],"study_design_scores_gemma":[0.01078854,0.001426648,0.5671626,0.008430993,0.00007885675,0.0007924913,0.2941692,0.007993724,0.00793044,0.002413139,0.09676699,0.002046389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718497,0.001627013,0.0004456895,0.004740798,0.002334046,0.002589292,0.0002113138,0.0000887292,0.01611345],"genre_scores_gemma":[0.9957291,0.0006454134,0.001166469,0.0002840048,0.00007865102,0.000196037,0.0001702023,0.00002708405,0.001702969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610407,"threshold_uncertainty_score":0.9996085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07569805467695219,"score_gpt":0.3603043722757142,"score_spread":0.284606317598762,"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."}}