{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03832768,0.001004595,0.001002097,0.006497223,0.001171073,0.004366247,0.001399252,0.001015109,0.003935058],"category_scores_gemma":[0.2315529,0.0004698491,0.002242954,0.005106444,0.002292741,0.003069789,0.002857397,0.001422904,0.001025079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736947,"about_ca_system_score_gemma":0.003808065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00277798,"about_ca_topic_score_gemma":0.002231561,"domain_scores_codex":[0.9535301,0.01977532,0.007004203,0.002833623,0.01599037,0.0008663706],"domain_scores_gemma":[0.6701968,0.2282364,0.03816603,0.01442193,0.0466252,0.00235368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006678568,0.0004225623,0.6442793,0.003568657,0.0009105306,0.0003668145,0.01497843,0.003683245,0.003631852,0.007257925,0.004500493,0.3157324],"study_design_scores_gemma":[0.0001903161,0.00293216,0.8403056,0.006933704,0.001924325,0.002773884,0.01720478,0.02591017,0.0139158,0.02677259,0.06073745,0.0003992037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8318212,0.004360361,0.1040131,0.004388293,0.0006662649,0.002603768,0.004318511,0.001727464,0.04610106],"genre_scores_gemma":[0.9511397,0.001321744,0.04278971,0.000307876,0.0001115823,0.001353534,0.001211538,0.0001351164,0.001629247],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03832768,"threshold_uncertainty_score":0.2026986,"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."}}