{"id":"W4408452609","doi":"10.1590/1516-73132025000a","title":"Um turno sociopolítico para a educação em ciências?","year":2025,"lang":"pt","type":"article","venue":"Ciência & Educação (Bauru)","topic":"Science and Science Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Political science; Physics","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004652797,0.001058969,0.001189533,0.001161247,0.004597934,0.001814355,0.00383112,0.0009860275,0.004837101],"category_scores_gemma":[0.005617404,0.001090998,0.0008102597,0.0080243,0.002254252,0.002072589,0.0005043367,0.001396582,0.00340988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878449,"about_ca_system_score_gemma":0.01488976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002991237,"about_ca_topic_score_gemma":0.005406688,"domain_scores_codex":[0.98919,0.0009464854,0.001533712,0.002478685,0.002522613,0.003328492],"domain_scores_gemma":[0.9931893,0.001906929,0.0007710715,0.001804525,0.0009795395,0.001348626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007259675,0.002392672,0.07958432,0.0001445524,0.0001964095,0.0000241106,0.249267,0.00003981367,0.001220835,0.02244904,0.5726462,0.07196245],"study_design_scores_gemma":[0.001082095,0.0003189845,0.1716887,0.0009009584,0.0005256051,0.00001782929,0.5063719,0.0007412211,0.001207362,0.01835572,0.2962812,0.00250846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.853356,0.004400785,0.0003041957,0.05982548,0.03879027,0.001680178,0.0000497445,0.0003714364,0.04122187],"genre_scores_gemma":[0.8571258,0.0006394809,0.000275141,0.007085474,0.003319919,0.0002215262,0.00003050488,0.00006042694,0.1312417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.276365,"threshold_uncertainty_score":0.9992219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637670183990622,"score_gpt":0.3871045143769173,"score_spread":0.3307278125370111,"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."}}