{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.01168252,0.002302785,0.002233215,0.002204947,0.005266346,0.0117641,0.005394872,0.002453883,0.001952538],"category_scores_gemma":[0.01463248,0.002427666,0.001501999,0.01698508,0.002767926,0.002397625,0.001066462,0.003672839,0.008616741],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003836639,"about_ca_system_score_gemma":0.009973189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162834,"about_ca_topic_score_gemma":0.001838743,"domain_scores_codex":[0.9757618,0.002705325,0.002912527,0.004566363,0.0053861,0.008667879],"domain_scores_gemma":[0.9859433,0.002115182,0.001635335,0.003045109,0.002198274,0.005062832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003097001,0.002460645,0.03792197,0.0005535507,0.0005107605,0.0007260096,0.5352122,0.0003023593,0.001109898,0.009582875,0.3286325,0.08267757],"study_design_scores_gemma":[0.001690065,0.0007240074,0.03582415,0.00212549,0.0007520049,0.0003530129,0.863912,0.006280005,0.0005510521,0.01013022,0.07296138,0.004696627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388461,0.003687566,0.0002396811,0.03340348,0.01200925,0.004333418,0.0001256962,0.002669671,0.004685109],"genre_scores_gemma":[0.9487841,0.001663216,0.001942147,0.003384707,0.005688689,0.001088071,0.0001611454,0.000455416,0.03683255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3286998,"threshold_uncertainty_score":0.9999875,"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."}}