{"id":"W2172168484","doi":"10.1186/1471-2431-13-207","title":"Clinical prediction models for bronchopulmonary dysplasia: a systematic review and external validation study","year":2013,"lang":"en","type":"review","venue":"BMC Pediatrics","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; University of North Carolina at Chapel Hill; University of Arkansas for Medical Sciences; National Health and Medical Research Council; Vlaamse regering; Universiteit Antwerpen; Hospital for Sick Children; Università degli Studi di Firenze; University of Toronto; University College London; King's College London; Università degli Studi di Milano","keywords":"Medicine; Bronchopulmonary dysplasia; Receiver operating characteristic; Predictive modelling; Calibration; Model validation; Predictive validity; External validity; Area under the curve; Statistics; Machine learning; Computer science; Internal medicine; Gestational age","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07961766,0.002558149,0.009217819,0.0140903,0.0006929986,0.003203467,0.004068588,0.001931734,0.003297839],"category_scores_gemma":[0.2846757,0.001121324,0.01753411,0.01216536,0.001336048,0.003185548,0.002486273,0.001672472,0.0004198702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003824422,"about_ca_system_score_gemma":0.01243972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005542406,"about_ca_topic_score_gemma":0.009571696,"domain_scores_codex":[0.9319363,0.03830651,0.01576667,0.003881978,0.009529402,0.000579145],"domain_scores_gemma":[0.6209566,0.3134024,0.03817326,0.00848668,0.01803487,0.0009461528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008352336,0.0000924884,0.01636267,0.8347349,0.09165895,0.0002947362,0.0004536039,0.001644799,0.0001278162,0.0009232867,0.003056556,0.04981493],"study_design_scores_gemma":[0.001433409,0.0006642218,0.02236411,0.552625,0.4013788,0.0006798781,0.0003575518,0.00390914,0.0002782776,0.001844702,0.01431335,0.0001515951],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01576488,0.9611242,0.007481284,0.00180001,0.0004809586,0.005289289,0.00673095,0.0001237216,0.001204833],"genre_scores_gemma":[0.3310923,0.6241572,0.01840588,0.002465724,0.0005577203,0.01372112,0.009145757,0.0001078997,0.000346517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07961766,"threshold_uncertainty_score":0.4210635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2289907683113425,"score_gpt":0.4818586368265202,"score_spread":0.2528678685151776,"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."}}