{"id":"W4323352527","doi":"10.5380/13ppgecm2023.resumo20p139-145","title":"ENSINO POR INVESTIGAÇÃO NO BRASIL: EMERGÊNCIA, TENDÊNCIAS E PERSPECTIVAS","year":2023,"lang":"pt","type":"article","venue":"Cadernos de Resumos Workshop do Programa de Pós-Graduação em Educação em Ciências e em Matemática","topic":"Science and Science Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Computer science","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":[0.01561246,0.0005781978,0.0007483331,0.01241154,0.005815519,0.01156319,0.001736721,0.002752788,0.005550628],"category_scores_gemma":[0.04262742,0.0005451472,0.0006642067,0.0231393,0.008266131,0.004491428,0.00519932,0.00220595,0.0006219089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009389972,"about_ca_system_score_gemma":0.02459436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05342422,"about_ca_topic_score_gemma":0.1254958,"domain_scores_codex":[0.9887244,0.004100494,0.0008594848,0.001125692,0.003602122,0.001587827],"domain_scores_gemma":[0.944661,0.02426095,0.008686007,0.004050467,0.01384815,0.004493491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002434606,0.0003209799,0.19886,0.009691534,0.0001644408,0.003626212,0.2726274,0.0003282134,0.003163681,0.102533,0.0409135,0.3675276],"study_design_scores_gemma":[0.0000119541,0.0001297293,0.2991465,0.01127836,0.0001298053,0.002963407,0.2433631,0.0003367651,0.001033376,0.01096395,0.4305651,0.00007797284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3975672,0.2490938,0.003250043,0.1436061,0.002273286,0.0002939533,0.001639522,0.0002276699,0.2020485],"genre_scores_gemma":[0.8924384,0.08805643,0.002617458,0.006089427,0.0008129021,0.0001478095,0.0004317885,0.00006862178,0.009337232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05342422,"threshold_uncertainty_score":0.1062265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06915015482665847,"score_gpt":0.3576602440993961,"score_spread":0.2885100892727376,"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."}}