{"id":"W3199173958","doi":"10.1097/lbr.0000000000000752","title":"Needle Fracture During Endobronchial Ultrasound Transbronchial Needle Aspiration","year":2021,"lang":"en","type":"review","venue":"Journal of Bronchology & Interventional Pulmonology","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Endobronchial ultrasound; Bronchoscopy; General surgery; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006335025,0.000601088,0.002956706,0.001176944,0.0001379777,0.00005827706,0.0004863495,0.001221574,0.007915282],"category_scores_gemma":[0.0004097197,0.0005179205,0.003121866,0.0003601826,0.0002627844,0.0003671667,0.0001139195,0.002220145,0.00006829621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005008324,"about_ca_system_score_gemma":0.0005058817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009618712,"about_ca_topic_score_gemma":0.000005906998,"domain_scores_codex":[0.9953558,0.0005479808,0.002630527,0.000519543,0.000470795,0.0004753906],"domain_scores_gemma":[0.9963109,0.0002455776,0.002307625,0.0004203009,0.0005261708,0.0001894428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005278041,0.002552257,0.0001988211,0.009705958,0.005164788,0.0005133375,0.0001722584,0.00001374886,0.000195749,0.002112343,0.07315927,0.9056836],"study_design_scores_gemma":[0.00151706,0.004746887,0.0007025786,0.006195053,0.002702436,0.004456098,0.00006734649,0.000001405826,0.00008489492,0.000398567,0.9787716,0.0003560529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001345118,0.987549,0.003838002,0.0006475811,0.00166996,0.0006668968,0.00002901741,0.00007064832,0.004183776],"genre_scores_gemma":[0.002022447,0.9866068,0.0008301883,0.0001944567,0.002667963,0.00005439864,0.0005539369,0.00009581134,0.006974029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9056123,"threshold_uncertainty_score":0.9997272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03799932573939657,"score_gpt":0.3619069717353666,"score_spread":0.3239076459959701,"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."}}