{"id":"W4323320299","doi":"10.1503/cmaj.221393","title":"Foreign body aspiration in children","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Foreign Bodies; Respiratory distress; Airway; Foreign body; Foreign body aspiration; Medicine; Seal (emblem); Distress; Surgery; History; Ancient history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.002366662,0.0001167244,0.0002592923,0.0006343463,0.0001453123,0.00004575949,0.0001351415,0.0004399549,0.00471516],"category_scores_gemma":[0.006466095,0.0001056013,0.0001026528,0.0008986618,0.0000451089,0.0001263312,0.0000149792,0.00111918,0.0009513111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130069,"about_ca_system_score_gemma":0.003279962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001826106,"about_ca_topic_score_gemma":0.005509114,"domain_scores_codex":[0.9967631,0.0001165334,0.0004990309,0.0001699349,0.001822691,0.0006287401],"domain_scores_gemma":[0.9973899,0.0001407334,0.0001248554,0.000107438,0.0002028144,0.002034324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001134945,0.00002868073,0.8377381,0.000006638001,0.00005886742,0.001807651,0.0000644229,0.000004029097,0.00001405374,0.001012169,0.1407782,0.01847585],"study_design_scores_gemma":[0.002224187,0.0002002138,0.9545712,0.0001297561,0.00002990035,0.001957042,0.0002033335,0.001260919,0.00002164198,0.001092384,0.03816799,0.000141427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614487,0.00009462429,0.00002344117,0.02145696,0.0003624215,0.000268109,0.00001636989,0.00007394436,0.0162554],"genre_scores_gemma":[0.9863742,0.00007526203,0.00004579563,0.01062661,0.001938192,0.00001184818,0.00009605617,0.00002320189,0.0008088191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168331,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009851043504202362,"score_gpt":0.2529617732506897,"score_spread":0.2431107297464873,"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."}}