{"id":"W3014312288","doi":"10.16891/725","title":"O USO DA APRENDIZAGEM BASEADA EM PROBLEMAS EM CURSOS DE GRADUAÇÃO DO ENSINO SUPERIOR: UMA REVISÃO SISTEMÁTICA","year":2020,"lang":"pt","type":"article","venue":"Revista Interfaces: Saúde, Humanas e Tecnologia","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Psychology","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004389581,0.001630298,0.002400095,0.0004877676,0.002258325,0.00335196,0.00336444,0.001147286,0.004783029],"category_scores_gemma":[0.003437553,0.001580509,0.0009176632,0.002521526,0.001176961,0.001021008,0.001252153,0.002964007,0.002065079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097783,"about_ca_system_score_gemma":0.001109228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004962235,"about_ca_topic_score_gemma":0.0004466622,"domain_scores_codex":[0.9861556,0.004159881,0.002432167,0.002754529,0.001535313,0.002962493],"domain_scores_gemma":[0.9942743,0.0009322932,0.001422039,0.001659199,0.0005340586,0.00117808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002191434,0.001982934,0.02168382,0.02475167,0.003444679,0.001968828,0.3758776,0.0007504981,0.01032903,0.0813169,0.2535525,0.2221501],"study_design_scores_gemma":[0.003385242,0.003855027,0.001508805,0.01016744,0.001781083,0.00009947276,0.08215932,0.003386083,0.001787581,0.0006638255,0.885825,0.005381072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8097293,0.09442741,0.006015066,0.02171218,0.002677361,0.01093178,0.0006371885,0.005029825,0.04883989],"genre_scores_gemma":[0.9839969,0.00370777,0.001277077,0.002178585,0.00104929,0.0001459309,0.00009991119,0.0002515819,0.007292916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6322726,"threshold_uncertainty_score":0.9996445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08590708115905898,"score_gpt":0.3277484257714018,"score_spread":0.2418413446123429,"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."}}