{"id":"W4409904457","doi":"10.1002/ohn.1275","title":"Pediatric Sharp Foreign Body Aspiration: Revealing Unexpected Risk Factors","year":2025,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Dalhousie University; McMaster University; University of Alberta; McGill University Health Centre","funders":"","keywords":"Foreign body aspiration; Foreign body; Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000293645,0.0002424242,0.0005215539,0.0004282142,0.0001848858,0.00001633303,0.0001699556,0.0003464449,0.001258817],"category_scores_gemma":[0.002390746,0.00020442,0.0001649468,0.0008254808,0.0001464941,0.00008993542,0.00009619766,0.0005617134,0.0001100504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174607,"about_ca_system_score_gemma":0.0003079008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001538293,"about_ca_topic_score_gemma":0.00001547785,"domain_scores_codex":[0.9981195,0.0001525609,0.0004961448,0.0004735741,0.0002669815,0.0004912467],"domain_scores_gemma":[0.9985796,0.000398696,0.000157856,0.0004837224,0.0001496026,0.0002305447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001644394,0.0001889156,0.9688104,0.0002008449,0.0001237083,0.0003704037,0.00009477526,0.000005685878,0.0009687271,0.01677143,0.01193351,0.0003671416],"study_design_scores_gemma":[0.003296105,0.001298271,0.9738301,0.00009374245,0.0009264192,0.000210499,0.000227311,0.001216704,0.003241424,0.00397761,0.01130372,0.0003780948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577115,0.001001811,0.001262869,0.000342694,0.0003852347,0.0005873365,0.00002250041,0.0002615892,0.03842444],"genre_scores_gemma":[0.99591,0.00008057814,0.0007585436,0.00110071,0.0005021994,0.00005660339,0.0002171831,0.00002948477,0.001344679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0381985,"threshold_uncertainty_score":0.9996542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444744743486947,"score_gpt":0.2802806994352012,"score_spread":0.2658332520003317,"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."}}