{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008289449,0.0002227139,0.0003895585,0.001280781,0.0001495841,0.00003430374,0.0002177364,0.0003976711,0.0002600223],"category_scores_gemma":[0.002592775,0.0002130377,0.00007414287,0.001469676,0.0001260239,0.0002569014,0.0001864531,0.0007401682,0.0008586684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353723,"about_ca_system_score_gemma":0.0003572589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002886302,"about_ca_topic_score_gemma":0.000190759,"domain_scores_codex":[0.9975559,0.0002553926,0.0005755569,0.0005979689,0.000380047,0.0006351347],"domain_scores_gemma":[0.9986358,0.0001175031,0.0001443631,0.000635891,0.0002528523,0.0002136259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005056967,0.0002125275,0.9834561,0.00005116012,0.00002477832,0.00009444568,0.0002270329,0.00002929534,0.004029147,0.00005720849,0.002594959,0.00871764],"study_design_scores_gemma":[0.001244411,0.002169468,0.9846873,0.00002236321,0.00005980999,0.00002769545,0.00002186683,0.0001977074,0.003194567,0.0001751697,0.007969115,0.0002304885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945149,0.00042704,0.0002639459,0.0001705839,0.0007286208,0.001079578,0.00002143449,0.0001583592,0.002635487],"genre_scores_gemma":[0.9954603,0.0001475674,0.0003480546,0.0004843189,0.003172792,0.0001962921,0.000006647988,0.00004013814,0.0001438272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008487152,"threshold_uncertainty_score":0.9999193,"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."}}