{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003596372,0.0001488552,0.0002564046,0.003352701,0.001250124,0.001978745,0.0004789511,0.0003674727,0.001272039],"category_scores_gemma":[0.01905182,0.0001568992,0.0001459579,0.003228078,0.0006226188,0.001280879,0.002158856,0.0003385413,0.000505472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001621714,"about_ca_system_score_gemma":0.002576066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005767266,"about_ca_topic_score_gemma":0.00913344,"domain_scores_codex":[0.9960943,0.001434045,0.0003978487,0.0002886555,0.001165464,0.0006197663],"domain_scores_gemma":[0.9829312,0.004334218,0.004999061,0.0007773052,0.003444294,0.003513878],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005384569,0.0001961197,0.9427199,0.00002288106,0.000009367237,0.00005609761,0.01434125,0.0000808177,0.0005364685,0.00009033088,0.0002760205,0.04161691],"study_design_scores_gemma":[0.000003219704,0.0001586517,0.9642513,0.00002019739,0.000003445369,0.00006881,0.03363786,0.0002565267,0.000415491,0.00007949524,0.001095604,0.000009471923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989992,0.00003352401,0.0001193086,0.00006612881,0.000002229411,0.00001126734,0.00003019094,0.00000461482,0.0007336333],"genre_scores_gemma":[0.9994826,0.00004557846,0.0001697734,0.00001336045,0.00000353669,0.00001275057,0.00004589565,0.000001862624,0.0002245863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9964036,"threshold_uncertainty_score":0.0190196,"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."}}