{"id":"W4399126589","doi":"10.51189/conbracib2024/31853","title":"APRIMORANDO O ENSINO DAS CIÊNCIAS: METODOLOGIAS ATIVAS NO PROGRAMA DE RESIDÊNCIA PEDAGÓGICA","year":2024,"lang":"pt","type":"article","venue":"","topic":"Science and Education Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Art; Computer science; Humanities","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":[0.006855856,0.0003221589,0.0003914246,0.0003922456,0.001229611,0.002790282,0.001133791,0.0003944029,0.01347182],"category_scores_gemma":[0.004426189,0.0002561195,0.0003018625,0.003322995,0.001167359,0.0006558371,0.000233625,0.000689324,0.009626756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005371821,"about_ca_system_score_gemma":0.005440273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005739753,"about_ca_topic_score_gemma":0.001306615,"domain_scores_codex":[0.9939389,0.001115788,0.0005161265,0.001019408,0.001730588,0.001679164],"domain_scores_gemma":[0.9965039,0.00151428,0.0001136742,0.0005305232,0.0005927468,0.0007448856],"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":[0.00009038904,0.000383944,0.01032919,0.0001855298,0.0001283526,0.0001199312,0.08724879,0.000005470488,0.0007838791,0.05149255,0.8070195,0.04221249],"study_design_scores_gemma":[0.0003090307,0.0003947843,0.007982139,0.0002124565,0.0000830784,0.00001483951,0.0813718,0.001283239,0.0007701601,0.004050097,0.9029006,0.0006277422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3580619,0.005146917,0.0006802391,0.08034773,0.007015896,0.002012777,0.00002197787,0.001033295,0.5456793],"genre_scores_gemma":[0.646873,0.0007677007,0.001210247,0.001058471,0.002394622,0.00009010769,0.00001031678,0.00003336976,0.3475622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2888111,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1711658707729186,"score_gpt":0.4849693124779444,"score_spread":0.3138034417050258,"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."}}