{"id":"W4410139335","doi":"10.51891/rease.v11i5.18950","title":"EPIDEMIOLOGIA DAS INTERNAÇÕES POR PNEUMONIA NA REGIÃO SUDESTE DO BRASIL: TENDÊNCIAS ENTRE 2013 A 2023","year":2025,"lang":"pt","type":"article","venue":"Revista Ibero-Americana de Humanidades, Ciências e Educação","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Excellence in Mining Innovation","funders":"","keywords":"Geography","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":[0.00562793,0.001217802,0.002080097,0.001061598,0.002081628,0.001404523,0.002291587,0.0008428541,0.005761655],"category_scores_gemma":[0.006402162,0.001304195,0.0007505239,0.003703618,0.001192741,0.0007077455,0.0004021279,0.001795213,0.001720983],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004099855,"about_ca_system_score_gemma":0.007884922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0350743,"about_ca_topic_score_gemma":0.005932674,"domain_scores_codex":[0.9870158,0.004174953,0.002723086,0.00216428,0.001143567,0.002778293],"domain_scores_gemma":[0.9912358,0.00242917,0.00220645,0.00181403,0.0008152254,0.00149934],"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":[0.00008529477,0.001011857,0.06526352,0.001025226,0.0004365253,0.00004517793,0.03728318,0.00002023338,0.0003038614,0.04202083,0.8017791,0.05072521],"study_design_scores_gemma":[0.0006484771,0.0002913789,0.1003692,0.002187074,0.0004776693,0.00002462714,0.07916404,0.0001814249,0.00004004503,0.0008108915,0.8143258,0.001479368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7639534,0.04099075,0.002400107,0.1128583,0.01786488,0.007108405,0.000475335,0.001218936,0.05312989],"genre_scores_gemma":[0.8612812,0.009075315,0.0005184427,0.0125872,0.002311543,0.000399963,0.0002251835,0.0001615621,0.1134395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002711,"threshold_uncertainty_score":0.9997233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.068281748183082,"score_gpt":0.4126487041562607,"score_spread":0.3443669559731787,"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."}}