{"id":"W3160231564","doi":"10.1159/000516393","title":"Bronchoscopic Diagnosis of Peripheral Lung Lesions","year":2021,"lang":"en","type":"letter","venue":"Respiration","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Peripheral; Lung; Bronchoscopy; Pathology; Radiology; 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":[0.00005027107,0.0001885854,0.0004483745,0.00009604678,0.00004618515,0.00002283138,0.00005222494,0.0003906358,0.001011051],"category_scores_gemma":[0.00005472365,0.0001606333,0.0002065881,0.0001391325,0.00003063437,0.00004647825,0.00002518229,0.0003967792,0.0000130097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680831,"about_ca_system_score_gemma":0.000303774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001874232,"about_ca_topic_score_gemma":0.00004702388,"domain_scores_codex":[0.9987454,0.00006760542,0.0003235709,0.0003282535,0.0003608269,0.0001743367],"domain_scores_gemma":[0.9991263,0.00008727405,0.0001628102,0.0004297202,0.0001500538,0.00004381714],"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":[0.00001048091,0.0001204924,0.0439936,0.000762542,0.0002006253,0.0002118222,0.00007131998,0.000005402029,0.00006963206,0.00001841614,0.9501116,0.004424032],"study_design_scores_gemma":[0.001024733,0.0003979644,0.0208621,0.001768727,0.0007018103,0.00001064583,0.000008268749,0.00003270986,0.003920051,0.00001227507,0.9710983,0.0001623885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07031664,0.01448294,0.000114286,0.9086568,0.0009183297,0.001298843,0.0001061533,0.00007162837,0.004034436],"genre_scores_gemma":[0.09345207,0.004647863,0.001121359,0.8774,0.00910776,0.001490545,0.003734332,0.0001563188,0.008889783],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03125677,"threshold_uncertainty_score":0.9999022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059837324338874,"score_gpt":0.3125566018833091,"score_spread":0.2819582286399203,"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."}}