{"id":"W2914404159","doi":"10.1371/journal.pone.0212050","title":"Development and validation of clinical prediction models to distinguish influenza from other viruses causing acute respiratory infections in children and adults","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Institute for Clinical Evaluative Sciences; SickKids Foundation; St. Joseph’s Healthcare Hamilton; Hospital for Sick Children; McMaster University","funders":"","keywords":"Chills; Medicine; Receiver operating characteristic; Influenza A virus; Predictive value of tests; Virus; Internal medicine; Positive predicative value; Immunology; Clinical trial; Intensive care medicine; Predictive value","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":[0.03764964,0.001286346,0.001002481,0.002054479,0.0003822945,0.001392815,0.001226101,0.0009253334,0.0008013796],"category_scores_gemma":[0.07708519,0.0004717157,0.001415342,0.001260887,0.0006436828,0.001169044,0.001525067,0.001813956,0.000423773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008889664,"about_ca_system_score_gemma":0.002376907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002938266,"about_ca_topic_score_gemma":0.00225447,"domain_scores_codex":[0.9861782,0.009278437,0.001151992,0.001112412,0.001700073,0.000578903],"domain_scores_gemma":[0.9531612,0.03304311,0.00411874,0.003237269,0.005424053,0.001015671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001870977,0.0006748263,0.8748772,0.0001455289,0.0007392388,0.0001539257,0.0003352974,0.04232775,0.000987501,0.0008718182,0.001514994,0.07550101],"study_design_scores_gemma":[0.000327008,0.003212734,0.4543059,0.000235398,0.0006140522,0.0005689691,0.0004285541,0.5306566,0.003818578,0.003265457,0.002476736,0.0000900762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9089805,0.001008321,0.08390424,0.0005528568,0.0001111501,0.0009173668,0.001641387,0.0003767148,0.002507487],"genre_scores_gemma":[0.9530882,0.0002617761,0.0436537,0.0001026101,0.00004124072,0.0004397154,0.002163403,0.00004352666,0.0002058908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03764964,"threshold_uncertainty_score":0.1991127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2287506260394649,"score_gpt":0.3961887937596749,"score_spread":0.16743816772021,"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."}}