{"id":"W4413245122","doi":"10.18224/educ.v27i1.14177","title":"APOIAR E PROMOVER A DIVERSIDADE","year":2024,"lang":"pt","type":"article","venue":"Revista Educativa - Revista de Educação","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université du Québec à Trois-Rivières","funders":"","keywords":"Humanities; 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":[0.004082599,0.0008665408,0.0009623631,0.0005033709,0.001651992,0.005300393,0.001489895,0.0006008657,0.03331177],"category_scores_gemma":[0.003445353,0.0008744827,0.000688881,0.002743893,0.0008166965,0.001899221,0.0002359856,0.001832535,0.006558963],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602037,"about_ca_system_score_gemma":0.01484534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009080739,"about_ca_topic_score_gemma":0.00005508816,"domain_scores_codex":[0.9919451,0.002576774,0.001132082,0.001634578,0.001045657,0.001665749],"domain_scores_gemma":[0.9938812,0.002634532,0.0005995212,0.001257604,0.0004113543,0.001215792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003844338,0.0009178035,0.004078735,0.002716603,0.0004383186,0.00005744038,0.2017413,4.575211e-7,0.0000820084,0.1259305,0.6447458,0.01925262],"study_design_scores_gemma":[0.0001313945,0.0001083613,0.001242996,0.002526344,0.0007502508,0.00007739012,0.07292646,0.00002499153,0.00003580414,0.000721251,0.920505,0.000949714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2949228,0.3074773,0.0002521174,0.2387857,0.0253492,0.00418777,0.000336797,0.001033677,0.1276547],"genre_scores_gemma":[0.6525713,0.0102057,0.0003256285,0.001603095,0.007671715,0.0002020367,0.0001008447,0.0001658592,0.3271539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3576484,"threshold_uncertainty_score":0.9996477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07112402247235611,"score_gpt":0.4189766817949811,"score_spread":0.347852659322625,"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."}}