{"id":"W2223106620","doi":"10.5753/cbie.wcbie.2015.598","title":"Professores e Estudantes trabalhando em Equipe na Escola - Matemática em uma arquitetura simulada no Ensino Fundamental","year":2015,"lang":"pt","type":"article","venue":"Anais ... Workshops do Congresso Brasileiro de Informática na Educação","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Humanities; Computer science; Philosophy; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002123501,0.001570856,0.001685234,0.0009002712,0.001715675,0.004730542,0.002785024,0.001583165,0.001476947],"category_scores_gemma":[0.007810372,0.001510959,0.0006894149,0.002874007,0.002353928,0.003311265,0.001085349,0.00184571,0.00230589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500257,"about_ca_system_score_gemma":0.003775628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003621792,"about_ca_topic_score_gemma":0.001029379,"domain_scores_codex":[0.9901313,0.0005187764,0.002058997,0.001504668,0.002358694,0.003427529],"domain_scores_gemma":[0.9911534,0.002079014,0.001270916,0.001719863,0.001711853,0.002064961],"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":[0.001554084,0.004108297,0.2015905,0.0009313828,0.001498008,0.0003418813,0.2742909,0.00009124914,0.0001623777,0.02739858,0.3630069,0.1250259],"study_design_scores_gemma":[0.0042641,0.001255693,0.02309201,0.002405303,0.0004788524,0.0001241681,0.9057111,0.001140224,0.001013555,0.002664146,0.0542726,0.003578305],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457637,0.004211324,0.00006925193,0.005799277,0.008662641,0.002457629,0.0002434381,0.001267069,0.03152569],"genre_scores_gemma":[0.9746509,0.0007159562,0.0005548908,0.002626675,0.0009793779,0.0002572564,0.0001610826,0.0001708654,0.01988295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6314201,"threshold_uncertainty_score":0.999713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07060139606252852,"score_gpt":0.3594957240688251,"score_spread":0.2888943280062966,"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."}}