{"id":"W3159902970","doi":"10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a2412","title":"Assessing the Risk of Iatrogenic Pneumothorax Based on Location of Transbronchial Lung Biopsy","year":2021,"lang":"en","type":"article","venue":"","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Pneumothorax; Biopsy; Radiology; Lung; Medicine; Computer science; 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":[0.002749652,0.0006275477,0.000637759,0.001787052,0.0003490395,0.001146166,0.0005710435,0.001058606,0.0016837],"category_scores_gemma":[0.01282876,0.0003245377,0.0009392828,0.0006214085,0.0004618946,0.0009692473,0.0007076838,0.0008017852,0.0004154466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003527732,"about_ca_system_score_gemma":0.0003559744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007851551,"about_ca_topic_score_gemma":0.001591202,"domain_scores_codex":[0.9976147,0.0009123219,0.0003271907,0.0002353612,0.0007101682,0.0002002443],"domain_scores_gemma":[0.9903877,0.004481261,0.002903878,0.0004992473,0.00107233,0.0006554454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006260843,0.00002254932,0.9909496,0.00002276375,0.0001105925,0.0005001386,0.00003482705,0.0002885947,0.0009607474,0.00006142035,0.00007058006,0.006352199],"study_design_scores_gemma":[0.00002196524,0.001074611,0.9735206,0.00007912582,0.0005677782,0.009081026,0.0004323666,0.01118619,0.002952053,0.0003615298,0.0006861847,0.00003643995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988651,0.002627742,0.004830517,0.0002272803,0.00005084025,0.00005705395,0.0001975838,0.00004152121,0.003316524],"genre_scores_gemma":[0.998353,0.0002513869,0.001087209,0.00002962896,0.00002640323,0.000008193698,0.00006613848,0.000003933081,0.0001741024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002749652,"threshold_uncertainty_score":0.01454175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428472678018428,"score_gpt":0.3167561601488441,"score_spread":0.3024714333686598,"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."}}