{"id":"W201124157","doi":"10.2139/ssrn.2480064","title":"Problem-Based Learning for Accounting Courses: Evidence from Brazil","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business and Management Studies","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Teamwork; Theme (computing); Subject (documents); Problem-based learning; Accounting; Mathematics education; Psychology; Political science; Computer science; Library science; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0113415,0.0001706858,0.0003086681,0.0002003682,0.0008862607,0.0005612538,0.0007811075,0.00005166036,0.00006740252],"category_scores_gemma":[0.004845913,0.0001219039,0.000170634,0.0003940612,0.00006258173,0.0006746506,0.0001104472,0.0008010967,0.00007420635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047281,"about_ca_system_score_gemma":0.0006599386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001180392,"about_ca_topic_score_gemma":0.0005139758,"domain_scores_codex":[0.9963697,0.0001593193,0.0005230798,0.0004004413,0.0009503408,0.001597097],"domain_scores_gemma":[0.9968132,0.001799411,0.0005549124,0.0002411009,0.0005374441,0.00005394449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001955427,0.00007854062,0.08889855,0.00001783697,0.0001861045,0.000001264966,0.0003149195,0.01138124,0.0004915533,0.04225873,0.004395824,0.8517799],"study_design_scores_gemma":[0.001531045,0.0004596916,0.008555407,0.0002221793,0.0001183833,0.000009699513,0.002839482,0.04225285,0.00007463778,0.8252248,0.1182952,0.0004166492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06900957,0.002109127,0.9203975,0.007338682,0.0003753319,0.000224178,9.545507e-7,0.00004915461,0.0004954739],"genre_scores_gemma":[0.9949014,0.0005568552,0.001795627,0.0003983632,0.0004155735,0.00002170157,0.00000156158,0.00002003672,0.001888837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9258919,"threshold_uncertainty_score":0.6816491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966539409103116,"score_gpt":0.3566261522327216,"score_spread":0.3069607581416904,"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."}}