{"id":"W4389996342","doi":"10.5753/wie.2023.234246","title":"Aprendizado de Máquina com TinyML na Educação Básica: Um Relato de Experiência","year":2023,"lang":"pt","type":"article","venue":"","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Humanities; Art; Computer science","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":[0.0007554662,0.0002601426,0.0002787989,0.0002548675,0.000680391,0.0003524531,0.0008105454,0.0004794059,0.00170867],"category_scores_gemma":[0.001408376,0.0002593707,0.0001744176,0.001872474,0.0005517133,0.0003639369,0.0002950682,0.0003406429,0.003750064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003963921,"about_ca_system_score_gemma":0.001032263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016365,"about_ca_topic_score_gemma":0.0004544178,"domain_scores_codex":[0.9975104,0.0001542625,0.000355836,0.000476147,0.000425551,0.001077758],"domain_scores_gemma":[0.998574,0.0003754448,0.0001311087,0.0004775065,0.00009086236,0.0003510736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001084682,0.0003104227,0.02338965,0.00003732746,0.00004463511,0.00001923651,0.08117567,0.000005794278,0.0004192878,0.1581198,0.7144061,0.02206127],"study_design_scores_gemma":[0.0002873351,0.0001375256,0.01083973,0.00009977631,0.00003296495,0.000007780256,0.6495661,0.0003054654,0.003735392,0.02301647,0.3112775,0.0006940095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6088589,0.0004916646,0.0002007646,0.05095344,0.001791303,0.0003470104,0.00001897606,0.002729271,0.3346087],"genre_scores_gemma":[0.7490675,0.0004086481,0.0002675576,0.0007745632,0.0001844368,0.00005928759,0.00001166784,0.00002756328,0.2491988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5683904,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005225392094116,"score_gpt":0.3827210981305836,"score_spread":0.3026688442096424,"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."}}