{"id":"W4283159375","doi":"10.1016/j.chest.2022.04.118","title":"USE OF DIFFERENT MODALITIES FOR PEDIATRIC FOREIGN BODY RETRIEVAL: IS THIS THE WAY FORWARD?","year":2022,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Medicine; Foreign body; Modalities; Observational study; Radiological weapon; Pulmonology; Foreign Body Removal; Modality (human–computer interaction); Pediatrics; 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":[],"category_scores_codex":[0.0007657739,0.0001837098,0.0004175388,0.0001706566,0.0004694838,0.00004142694,0.0002609303,0.00006793943,0.002606564],"category_scores_gemma":[0.001219,0.0001097594,0.0004134504,0.000251296,0.0001637521,0.0001092437,0.0001432845,0.0007309514,0.000003562955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008625,"about_ca_system_score_gemma":0.0002375465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009279857,"about_ca_topic_score_gemma":3.473809e-7,"domain_scores_codex":[0.9977782,0.00009875035,0.0005593878,0.0001806766,0.001002531,0.000380474],"domain_scores_gemma":[0.9980956,0.0007665528,0.0003251731,0.000338449,0.0002172478,0.0002569295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008887193,0.002216757,0.1197824,0.002952239,0.001127544,0.0006436763,0.008881452,0.00006699405,0.005063334,0.02476406,0.8211585,0.004455806],"study_design_scores_gemma":[0.02885461,0.02596217,0.1526753,0.0005237227,0.008495049,0.0178116,0.02154718,0.01395814,0.07884028,0.1190236,0.5300944,0.002213867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912205,0.001388524,0.000699229,0.003989934,0.0005228952,0.0007215238,0.0001545987,0.00003380941,0.001269037],"genre_scores_gemma":[0.9932913,0.0003498255,0.0004319026,0.001215208,0.001220602,0.00004047313,0.00002260042,0.00004547831,0.003382668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2910641,"threshold_uncertainty_score":0.9983052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05908892136423607,"score_gpt":0.2866830862250035,"score_spread":0.2275941648607674,"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."}}