{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007241459,0.00052466,0.0005164003,0.0004023166,0.004926162,0.001324188,0.001108736,0.0007604348,0.01443165],"category_scores_gemma":[0.0007912516,0.0005442702,0.0004559995,0.002400205,0.0008030593,0.001907003,0.0001314917,0.0009555228,0.001750983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006694868,"about_ca_system_score_gemma":0.005154911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001158907,"about_ca_topic_score_gemma":0.006735625,"domain_scores_codex":[0.9934593,0.00136923,0.0008376737,0.0008068511,0.001120086,0.002406814],"domain_scores_gemma":[0.9964235,0.001639106,0.0004392479,0.0003628663,0.0003302133,0.0008050869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001990149,0.0005671811,0.02630051,0.0002307525,0.000285338,0.00006113893,0.6922413,0.00003080177,0.00195024,0.0288359,0.2127196,0.03657825],"study_design_scores_gemma":[0.001094418,0.0001431605,0.01910834,0.00007446854,0.0002772509,0.00004160198,0.3920124,0.000774796,0.001647593,0.003807679,0.5800785,0.0009396939],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8564059,0.001641137,0.002468017,0.03377384,0.004713692,0.001290576,0.0004046849,0.0007773672,0.09852479],"genre_scores_gemma":[0.9536521,0.002343372,0.0004372421,0.003523316,0.00118831,0.0001409651,0.00008436866,0.00005969673,0.03857065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.367359,"threshold_uncertainty_score":0.9997125,"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."}}