{"id":"W4313640361","doi":"10.1007/978-3-030-81488-5_25","title":"Foreign Bodies","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Foreign body; Foreign Body Ingestion; Foreign Bodies; Gastrointestinal tract; Medicine; Ingestion; Airway; Intensive care medicine; Surgery; Internal medicine","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":["insufficient_payload"],"category_scores_codex":[0.0001186666,0.0003029084,0.0005820315,0.0002057062,0.00003992095,0.000009624329,0.00009115777,0.000427911,0.0148498],"category_scores_gemma":[0.000231358,0.0002232719,0.0002725856,0.00001715968,0.0002599275,0.00002186056,0.0001047522,0.0004548742,0.008583368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006604083,"about_ca_system_score_gemma":0.0001462552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056784,"about_ca_topic_score_gemma":0.00001234181,"domain_scores_codex":[0.9984677,0.000002828439,0.0003148406,0.0003484029,0.0006089172,0.0002572821],"domain_scores_gemma":[0.9989621,0.0001554436,0.00007075302,0.0004486362,0.00009684548,0.000266195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004049979,0.000007267416,0.00001581322,0.0001982295,0.000119622,0.001415221,0.00001044097,4.886469e-8,0.000003553017,0.724778,0.2704712,0.002940045],"study_design_scores_gemma":[0.0006265902,0.0004821344,0.00006490319,0.0008012361,0.0003584572,0.0003291599,0.00003688117,0.00002373184,0.00007211071,0.2530869,0.7437783,0.0003395853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006021185,0.000352171,0.00003282429,0.000576316,0.000221374,0.0003661162,0.00002892917,0.0006053778,0.9978108],"genre_scores_gemma":[0.0009919083,0.0003738076,0.000385434,0.001485967,0.0008652914,0.0000135516,0.000212409,0.0001529754,0.9955187],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4733071,"threshold_uncertainty_score":0.9921886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06184279107352263,"score_gpt":0.2861085316298999,"score_spread":0.2242657405563773,"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."}}