{"id":"W4404848586","doi":"10.5753/sbie.2024.242441","title":"Estratégias Pedagógicas e Tecnologias para o desenvolvimento de Pensamento Computacional e Educação em Ciências no contexto do Ensino Fundamental: Um Mapeamento Sistemático de Literatura","year":2024,"lang":"pt","type":"article","venue":"","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":"Computer science","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001285775,0.0009014205,0.0007536167,0.0005281579,0.0008637923,0.00726263,0.001144795,0.0008463309,0.00624683],"category_scores_gemma":[0.0004865861,0.0008310236,0.000566699,0.001519781,0.001044573,0.001063186,0.0004971102,0.0009905688,0.00340885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251219,"about_ca_system_score_gemma":0.002344392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630043,"about_ca_topic_score_gemma":0.0009397041,"domain_scores_codex":[0.9937921,0.0004904887,0.001087658,0.001465495,0.001185798,0.001978471],"domain_scores_gemma":[0.9968336,0.0009281156,0.0002682378,0.0007317071,0.0004005175,0.000837811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002774849,0.003805402,0.02501388,0.0008384041,0.001216753,0.00055886,0.1104101,0.00004923676,0.002783627,0.4102394,0.4091289,0.03567803],"study_design_scores_gemma":[0.0009790125,0.001186624,0.004986189,0.001540856,0.0003109194,0.0002800862,0.3632117,0.001450565,0.0009924599,0.01673048,0.606132,0.002199086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306019,0.02259303,0.0007633423,0.03587656,0.005584522,0.002069247,0.000237933,0.002920085,0.09935343],"genre_scores_gemma":[0.8446993,0.0006529306,0.001400214,0.002044288,0.0005892241,0.0001087542,0.00008468262,0.00007438825,0.1503463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3935089,"threshold_uncertainty_score":0.9994141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338607191076866,"score_gpt":0.4201270293734958,"score_spread":0.2862663102658092,"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."}}