{"id":"W3178878183","doi":"10.1001/jamaoto.2021.1548","title":"Clinical Prediction Models for Suspected Pediatric Foreign Body Aspiration","year":2021,"lang":"en","type":"review","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Data extraction; CINAHL; Medicine; MEDLINE; Critical appraisal; Diagnostic odds ratio; Meta-analysis; Psychological intervention; Internal medicine; Pathology","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":[0.05074909,0.002878088,0.006652668,0.007794545,0.0004338341,0.004295012,0.003436229,0.002110416,0.004570032],"category_scores_gemma":[0.1744644,0.001026064,0.01636859,0.004378121,0.0008543533,0.003423748,0.00170557,0.002731038,0.0006252049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002481923,"about_ca_system_score_gemma":0.004195947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005391741,"about_ca_topic_score_gemma":0.00390748,"domain_scores_codex":[0.963218,0.02630531,0.004775007,0.002117758,0.003281393,0.0003025587],"domain_scores_gemma":[0.8083365,0.1703795,0.01325464,0.001906891,0.005627917,0.0004945865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004398865,0.0003266403,0.09624126,0.3925562,0.1554734,0.0005543261,0.0007647501,0.02841696,0.0002917667,0.007188209,0.01910638,0.2946813],"study_design_scores_gemma":[0.004049916,0.003181866,0.05537668,0.36155,0.3664519,0.001872751,0.001087932,0.1110385,0.001207211,0.05038957,0.04316346,0.0006301825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01463821,0.9422151,0.02788237,0.006387084,0.001149477,0.001548369,0.003370225,0.0002574479,0.00255171],"genre_scores_gemma":[0.6051409,0.327633,0.0519907,0.003378562,0.001936415,0.004509045,0.004449549,0.0001208463,0.0008409825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05074909,"threshold_uncertainty_score":0.26839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149541059821751,"score_gpt":0.3766882447584692,"score_spread":0.2617341387762941,"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."}}