{"id":"W4367174218","doi":"10.1111/apa.16797","title":"Molecular diagnostics for invasive lung infections in children","year":2023,"lang":"en","type":"letter","venue":"Acta Paediatrica","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Molecular diagnostics; Intensive care medicine; Lung; Pediatrics; Internal medicine; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000183227,0.0002583978,0.0002476071,0.0002086871,0.00008377587,0.00007721261,0.0003095498,0.0008246482,0.0000126728],"category_scores_gemma":[0.00371941,0.0002953527,0.000207397,0.0002959427,0.00003978058,0.000004353215,0.0001607021,0.0004789461,0.00002729362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004724676,"about_ca_system_score_gemma":0.0002117426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007838142,"about_ca_topic_score_gemma":0.00006869568,"domain_scores_codex":[0.9983788,0.0001027728,0.0003824844,0.000622893,0.0001323834,0.0003806277],"domain_scores_gemma":[0.9987389,0.0003361595,0.0001876833,0.0005450925,0.0001398716,0.00005224744],"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":[0.000004641656,0.00004144257,0.04356778,0.00008089915,0.00006978115,0.000009170466,0.00001365945,0.000009939104,0.01107831,0.000003463135,0.9450039,0.0001170128],"study_design_scores_gemma":[0.002293813,0.0005479708,0.0757292,0.000113046,0.0005702319,0.00005208257,0.00002615234,0.00009936633,0.008747483,0.0005432664,0.9090988,0.002178574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7858353,0.00120107,0.001031348,0.2020125,0.00299941,0.004415553,0.00186494,0.0002723073,0.0003676011],"genre_scores_gemma":[0.7005902,0.004170598,0.001086819,0.2255401,0.02057955,0.001725264,0.04393707,0.0004963743,0.001873974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08524504,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074932650745979,"score_gpt":0.2524657824682695,"score_spread":0.2417164559608097,"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."}}