{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004389114,0.001286586,0.002671154,0.002413329,0.00160718,0.004683816,0.002302915,0.008388735,0.009099386],"category_scores_gemma":[0.008818362,0.0005432931,0.003441288,0.002014475,0.002877931,0.0200325,0.001681687,0.01017256,0.003330331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693681,"about_ca_system_score_gemma":0.003360324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169237,"about_ca_topic_score_gemma":0.00494781,"domain_scores_codex":[0.9966446,0.0007104384,0.000803462,0.0004843835,0.0007743306,0.0005828205],"domain_scores_gemma":[0.9902159,0.00402237,0.00171614,0.0005549156,0.002148146,0.001342612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001086239,0.0007667602,0.09427205,0.003706621,0.0006239893,0.05422922,0.001104129,0.0009532408,0.004012727,0.01710511,0.07944957,0.7426903],"study_design_scores_gemma":[0.0004285927,0.001701745,0.06206963,0.02007781,0.001626729,0.5120226,0.01557571,0.002871082,0.002965547,0.03347721,0.3462795,0.000903764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03477583,0.6745689,0.01271877,0.2351925,0.01137988,0.00008458946,0.000259871,0.0003301282,0.03068951],"genre_scores_gemma":[0.2788369,0.5433773,0.03735041,0.06732716,0.06702995,0.0001201483,0.0006411069,0.0002446078,0.005072286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009099386,"threshold_uncertainty_score":0.03044051,"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."}}