{"id":"W4387145176","doi":"10.37702/2175-957x.cobenge.2023.4228","title":"CIÊNCIA NAS ESCOLAS: FORMAÇÃO DE UMA GERAÇÃO DE ENGENHEIROS E CIENTISTAS DO FUTURO CONSCIENTES DO SEU PAPEL DE TRANSFORMAÇÃO SOCIAL","year":2023,"lang":"pt","type":"article","venue":"","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PROTO Manufacturing (Canada)","funders":"","keywords":"Humanities; Sociology; Philosophy","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":[0.007450006,0.0005315487,0.0004583795,0.002883707,0.01192757,0.0130897,0.001833144,0.002126769,0.005776064],"category_scores_gemma":[0.0111834,0.0003787289,0.0003523038,0.002572101,0.01969847,0.004916064,0.009463293,0.003659803,0.0009370507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006830302,"about_ca_system_score_gemma":0.02407817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01064524,"about_ca_topic_score_gemma":0.02357033,"domain_scores_codex":[0.9929839,0.003994568,0.000149184,0.000625497,0.00143893,0.0008079382],"domain_scores_gemma":[0.9939032,0.002073475,0.00048264,0.0009211569,0.001049737,0.001569703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004703053,0.0002083952,0.007669317,0.0003803163,0.0000176454,0.0009624943,0.447048,0.0004150761,0.001619164,0.336344,0.01066597,0.1946228],"study_design_scores_gemma":[0.0000159165,0.00009521447,0.009754514,0.0006445326,0.00001710803,0.0007642169,0.2636767,0.0004631549,0.001652601,0.05167699,0.6711895,0.00004949739],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3410753,0.006623657,0.01621876,0.02832943,0.0007766387,0.0003213114,0.00007342398,0.000345425,0.606236],"genre_scores_gemma":[0.9607534,0.002345423,0.006247092,0.0006074982,0.00009266812,0.00007578875,0.0000289346,0.00006918977,0.02977999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0130897,"threshold_uncertainty_score":0.04955757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08095809288158441,"score_gpt":0.4082383822656012,"score_spread":0.3272802893840168,"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."}}