{"id":"W2789995881","doi":"10.1002/ppul.23960","title":"Risk scoring tool to predict respiratory syncytial virus hospitalisation in premature infants","year":2018,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Regeneron Pharmaceuticals; Novavax; AbbVie","keywords":"Medicine; Observational study; Receiver operating characteristic; Pediatrics; Logistic regression; Gestational age; Population; Area under the curve; Internal medicine; Pregnancy","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":[0.006764373,0.0009556367,0.0008821305,0.003477133,0.0002617937,0.0008453783,0.0007626707,0.0004685523,0.00151258],"category_scores_gemma":[0.02429796,0.0001768874,0.001516682,0.001285932,0.000212057,0.0005634919,0.0008744539,0.000670569,0.0003944846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007294696,"about_ca_system_score_gemma":0.001137388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710076,"about_ca_topic_score_gemma":0.001945171,"domain_scores_codex":[0.9959765,0.002168519,0.0005386991,0.0002220238,0.0009170356,0.0001772444],"domain_scores_gemma":[0.9882042,0.00497366,0.003517775,0.000315781,0.002466911,0.0005216989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009891016,0.0002164781,0.8935126,0.0003098185,0.0005970208,0.0001800461,0.0001479606,0.003941388,0.0005148511,0.000374576,0.004073268,0.09514288],"study_design_scores_gemma":[0.0004285372,0.002776566,0.9019223,0.000606289,0.0009798609,0.001899318,0.000409885,0.08218566,0.001995476,0.002031723,0.004660337,0.0001040594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468677,0.002897304,0.03724694,0.001198375,0.0002911513,0.001375018,0.004147639,0.000577197,0.005398673],"genre_scores_gemma":[0.9572691,0.0005958361,0.03776106,0.0001308802,0.0001012907,0.0008471939,0.002741356,0.00002176385,0.0005315098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006764373,"threshold_uncertainty_score":0.03577381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296842576755756,"score_gpt":0.3296832744188404,"score_spread":0.3067148486512828,"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."}}