{"id":"W4386988052","doi":"10.51161/conais2023/20946","title":"VALIDAÇÃO DE SOFTWARE SOBRE CARDIOPATIAS CONGÊNITAS","year":2023,"lang":"pt","type":"article","venue":"","topic":"Public Health in Brazil","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Computer science; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004816214,0.0002846608,0.0004709182,0.000246014,0.001299649,0.000312573,0.0008591221,0.0005013591,0.002807478],"category_scores_gemma":[0.003321405,0.0002949121,0.0002358355,0.00250888,0.0003794635,0.0004017806,0.0002899138,0.0004573117,0.01056605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005673732,"about_ca_system_score_gemma":0.003143402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006746218,"about_ca_topic_score_gemma":0.002270372,"domain_scores_codex":[0.9948115,0.001026522,0.0005684604,0.0005827535,0.001106836,0.001903929],"domain_scores_gemma":[0.9970227,0.0009852396,0.0001579116,0.0005439621,0.0002877567,0.001002434],"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":[0.000009630781,0.0000556432,0.0290577,0.0001969204,0.0001037709,0.0001316118,0.0436351,0.00006972323,0.000007128309,0.009387922,0.8743401,0.04300478],"study_design_scores_gemma":[0.0005682468,0.0001103109,0.0324914,0.0000948103,0.00006281358,0.000009420731,0.03895739,0.0009036475,0.00004619002,0.004941958,0.921136,0.0006778041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1343803,0.001079226,0.006579038,0.1650141,0.01619252,0.002827793,0.0006346243,0.007635063,0.6656573],"genre_scores_gemma":[0.7174233,0.001002158,0.0007197152,0.007790189,0.00215459,0.0001353545,0.0000620022,0.0001116647,0.2706011],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.583043,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003592385842242,"score_gpt":0.3974637025391604,"score_spread":0.2971044639549362,"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."}}