{"id":"W4396509797","doi":"10.5753/educomp.2024.237328","title":"Evasão nos Cursos de Graduação em Computação no Brasil","year":2024,"lang":"pt","type":"article","venue":"","topic":"Evasion and Academic Success Factors","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Humanities; Political science; Philosophy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001770225,0.0003972151,0.0004357508,0.0002172693,0.0005963757,0.0006875981,0.0009033484,0.0006098133,0.01181851],"category_scores_gemma":[0.0005042451,0.0003428542,0.0003924246,0.001158476,0.0002838644,0.0005413224,0.0002073156,0.001036963,0.01218786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000307115,"about_ca_system_score_gemma":0.0008093723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396088,"about_ca_topic_score_gemma":0.001016216,"domain_scores_codex":[0.9959811,0.0006034923,0.0005668375,0.0007761893,0.001023559,0.001048831],"domain_scores_gemma":[0.9977595,0.001077233,0.00009566647,0.000283539,0.0001306245,0.0006534724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003246889,0.000224747,0.01391461,0.0003423488,0.0002281556,0.0001491875,0.0753243,0.00002747342,0.000397449,0.03008146,0.8052366,0.07404117],"study_design_scores_gemma":[0.0006149432,0.0001841094,0.004339431,0.001025012,0.0002173484,0.00002276839,0.05845071,0.03393132,0.0007757404,0.003253515,0.8957675,0.001417569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5186223,0.01253691,0.006771015,0.04550632,0.03109179,0.001853298,0.0001715344,0.003677912,0.3797689],"genre_scores_gemma":[0.8582692,0.001176714,0.0001061499,0.002669599,0.001381353,0.00001192029,0.000009166954,0.0000488387,0.1363271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3396469,"threshold_uncertainty_score":0.9999024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07302678571453106,"score_gpt":0.3794468951711184,"score_spread":0.3064201094565874,"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."}}