{"id":"W4205351388","doi":"10.1007/978-3-030-81155-6_28","title":"Foreign Body Retrieval","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"William Osler Health System","funders":"","keywords":"Percutaneous; Foreign Bodies; Medicine; Foreign body; Interventional radiology; Medical physics; Set (abstract data type); Radiology; Computer science; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001070815,0.0003387839,0.0007244208,0.000124597,0.00005626834,0.00003310949,0.0000857149,0.0004808283,0.02171441],"category_scores_gemma":[0.00004306038,0.000272404,0.0004706978,0.00002711565,0.00014551,0.00003667213,0.00006416556,0.0004490275,0.0006677007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006781555,"about_ca_system_score_gemma":0.000227757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002597831,"about_ca_topic_score_gemma":0.000001548244,"domain_scores_codex":[0.9984878,0.00000502689,0.0004067739,0.0003692167,0.000504175,0.0002269786],"domain_scores_gemma":[0.9988707,0.00003683543,0.00009760456,0.0006396673,0.0001747368,0.0001805113],"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":[0.00009741166,0.00002191474,0.00003195352,0.0002165242,0.000362659,0.0004724799,0.00002146882,2.405723e-8,0.00007441827,0.9835616,0.01413211,0.001007466],"study_design_scores_gemma":[0.001546867,0.0006020379,0.0002307803,0.001086473,0.001313263,0.000775038,0.000116367,0.00002119589,0.002686174,0.1310209,0.8598946,0.0007063088],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005806525,0.001381207,0.0003321414,0.0001797384,0.0001491023,0.0003507158,0.00003037494,0.0001527816,0.9973659],"genre_scores_gemma":[0.009419348,0.0002308577,0.001639841,0.0006934768,0.0005276045,0.00000203472,0.0004320904,0.00009687335,0.9869578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8525407,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319665838676496,"score_gpt":0.2625847036361968,"score_spread":0.2393880452494319,"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."}}