{"id":"W4225620771","doi":"10.2139/ssrn.4053491","title":"Relationship Between Molecular Pathogen Detection and Clinical Disease in Febrile Children Across Europe","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Respiratory viral infections research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital","funders":"","keywords":"Pathogen; Medicine; Disease; Pediatrics; Immunology; Internal medicine","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":[0.001043297,0.0002210709,0.0003368479,0.0009843759,0.0003628487,0.0009717668,0.0003999027,0.0006347367,0.001553013],"category_scores_gemma":[0.003276056,0.000241279,0.0004295292,0.001046655,0.0005704864,0.0005203585,0.0009764973,0.0005525115,0.0001083754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006452697,"about_ca_system_score_gemma":0.0007053602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01478223,"about_ca_topic_score_gemma":0.01264943,"domain_scores_codex":[0.9987171,0.0003716158,0.000193371,0.0002749258,0.0001301281,0.0003129615],"domain_scores_gemma":[0.9979634,0.0004267255,0.0009269496,0.00008723437,0.0002738356,0.0003217519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005074636,0.00001325645,0.9980026,0.00001409949,0.00006477535,0.0001430228,0.0001799295,0.00006776472,0.0003004853,0.00005567336,0.00009236662,0.001015357],"study_design_scores_gemma":[0.000001098398,0.00001933743,0.9992974,0.00001223224,0.000007705369,0.0001588649,0.0003428542,0.00002985737,0.00002542109,0.00001182538,0.00009206869,0.000001375074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984695,0.0005819034,0.00007546285,0.0001206695,0.00001089301,0.000002555935,0.0002099772,0.000002238158,0.00052667],"genre_scores_gemma":[0.9995172,0.0001733586,0.00003553177,0.00005198785,0.000006400646,0.000001658118,0.0001252852,0.000001341728,0.00008725852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478223,"threshold_uncertainty_score":0.02939236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03615961165441245,"score_gpt":0.3837528900800976,"score_spread":0.3475932784256852,"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."}}