{"id":"W4383067366","doi":"10.56069/2676-0428.2023.281","title":"Desafio da Tecnologia na Educação Básica","year":2023,"lang":"pt","type":"article","venue":"Revista Científica FESA","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Humanities; 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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001113583,0.0003960533,0.0005027556,0.0005342235,0.001075607,0.001081793,0.001485552,0.0004603102,0.001338926],"category_scores_gemma":[0.002784609,0.0003787241,0.0003105178,0.005337042,0.0009770828,0.0003814046,0.0004841849,0.0005068438,0.01202295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130226,"about_ca_system_score_gemma":0.0007149372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004697995,"about_ca_topic_score_gemma":0.00003074797,"domain_scores_codex":[0.9961949,0.000223316,0.000634298,0.0009276051,0.000818446,0.001201411],"domain_scores_gemma":[0.9977123,0.0003926687,0.0003250839,0.0009940289,0.0002266904,0.0003492488],"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":[0.00001760472,0.0005294473,0.01068424,0.0002305603,0.00007517217,0.00003846499,0.01225129,0.000003629202,0.000307363,0.2178643,0.6566473,0.1013506],"study_design_scores_gemma":[0.00018396,0.000101452,0.008162175,0.0001858034,0.00004216926,0.000003695359,0.05179138,0.00003997429,0.0001152406,0.001066165,0.9377721,0.000535869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6892422,0.00473804,0.0001016031,0.06157732,0.006599022,0.002002096,0.0002158682,0.005709926,0.2298139],"genre_scores_gemma":[0.8776417,0.001137332,0.00005750979,0.0004556559,0.000307652,0.00006931272,0.00005681503,0.00003983266,0.1202342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2811248,"threshold_uncertainty_score":0.9999552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019627783315498,"score_gpt":0.3739086968957428,"score_spread":0.271945918564193,"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."}}