{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007965966,0.0007280417,0.0006278944,0.001587385,0.003875174,0.01341431,0.002116965,0.002136276,0.008876274],"category_scores_gemma":[0.01428935,0.0003828196,0.0005820825,0.002541378,0.003538687,0.004686011,0.006635695,0.003023436,0.002207325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00626091,"about_ca_system_score_gemma":0.01578787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008448615,"about_ca_topic_score_gemma":0.01012079,"domain_scores_codex":[0.9906546,0.005020007,0.0003421996,0.001226819,0.002064106,0.0006922116],"domain_scores_gemma":[0.9897447,0.005199928,0.0007468672,0.001068549,0.002102901,0.001137112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003749226,0.001420646,0.02777472,0.003110336,0.00009161562,0.0005335492,0.1226517,0.007528827,0.008818634,0.1680751,0.01503627,0.6445836],"study_design_scores_gemma":[0.0001226988,0.001422876,0.04697195,0.002633568,0.0002444198,0.0008975025,0.1642069,0.01692368,0.01833894,0.1136156,0.6344156,0.0002064398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.352319,0.004790669,0.2919879,0.02408419,0.0005810586,0.002207892,0.0006847806,0.001521192,0.3218234],"genre_scores_gemma":[0.8299664,0.003364376,0.1237352,0.001249728,0.0001368178,0.001152627,0.0003674125,0.0002522091,0.0397752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01341431,"threshold_uncertainty_score":0.04542637,"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."}}