{"id":"W1853731801","doi":"","title":"Alfabetización Académica: Un Cambio Necesario, algunas Alternativas Posibles","year":2003,"lang":"es","type":"article","venue":"Actualidad Contable FACES","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Undergraduate Education; Universidad Nacional de Luján; Universidad de Buenos Aires; La Trobe University; Edith Cowan University; Universidad Nacional de Lomas de Zamora; Queensland University of Technology; Harvard University; Universidad Nacional de Río Cuarto; Princeton University","keywords":"Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002637625,0.0005214134,0.0006031455,0.0002362199,0.001630479,0.001300039,0.0007814945,0.0004456793,0.005038621],"category_scores_gemma":[0.001048067,0.0005172247,0.0001950198,0.0008074114,0.0003522002,0.0009811643,0.00007052111,0.0005585094,0.001602823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003579583,"about_ca_system_score_gemma":0.0008600836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270616,"about_ca_topic_score_gemma":0.0003662074,"domain_scores_codex":[0.9942113,0.001974762,0.0007250342,0.0008413953,0.001213752,0.001033803],"domain_scores_gemma":[0.9974562,0.0006978715,0.0005320133,0.0005851174,0.0003159384,0.0004128812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001202849,0.002163787,0.1810327,0.0002428713,0.001519957,0.00002218362,0.2317733,0.0002729689,0.01380349,0.4281017,0.06885973,0.07208693],"study_design_scores_gemma":[0.001219204,0.0002082464,0.00793227,0.0001851554,0.0002647748,0.000006376612,0.02272519,0.00004321584,0.03355807,0.004955398,0.9279543,0.0009477655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9092366,0.003580193,0.000279467,0.009037446,0.002598061,0.0006676671,0.00004376586,0.0002362881,0.07432047],"genre_scores_gemma":[0.9684926,0.001546682,0.0005464961,0.0008724208,0.0004599001,0.00007006588,0.00006191683,0.00005692538,0.02789295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8590946,"threshold_uncertainty_score":0.9997367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528200408305595,"score_gpt":0.3449062765034032,"score_spread":0.3196242724203472,"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."}}