{"id":"W4213273416","doi":"10.1590/s0037-86822008000600030","title":"Revista da Sociedade Brasileira de Medicina Tropical Volume 41(5): página 524","year":2008,"lang":"pt","type":"article","venue":"Revista da Sociedade Brasileira de Medicina Tropical","topic":"Science and Education Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Humanities; Geography; Political science; Medicine; 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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.004391602,0.001577004,0.002802237,0.0006495776,0.004728633,0.001570253,0.004603382,0.002026024,0.008488551],"category_scores_gemma":[0.008654799,0.001488814,0.001519009,0.004504138,0.01129309,0.001082612,0.0007123008,0.004678485,0.001645689],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004537942,"about_ca_system_score_gemma":0.01101641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652285,"about_ca_topic_score_gemma":0.0001298364,"domain_scores_codex":[0.9782274,0.003854576,0.002728364,0.002924497,0.006702432,0.005562734],"domain_scores_gemma":[0.9887738,0.002390966,0.001030611,0.002258668,0.0008824358,0.004663472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001108282,0.0006788831,0.5931447,0.0004767551,0.0001626058,0.0003309986,0.02937203,0.000002721166,0.0002902142,0.01165161,0.3622883,0.001490355],"study_design_scores_gemma":[0.002206826,0.0009005595,0.7458037,0.0009719033,0.0004130396,0.0002883356,0.03375164,0.0009340302,0.00004152581,0.0001753245,0.2130938,0.001419302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389319,0.00681578,0.003994375,0.04094478,0.002258074,0.002200737,0.000112166,0.0005264279,0.004215724],"genre_scores_gemma":[0.9455853,0.003579738,0.001189827,0.00736355,0.008816077,0.000231592,0.0001087799,0.0002146099,0.03291053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152659,"threshold_uncertainty_score":0.9996978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09352919901933594,"score_gpt":0.3814217987101048,"score_spread":0.2878925996907689,"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."}}