{"id":"W3143895535","doi":"10.5114/pjr.2021.104620","title":"Imaging conundrum – COVID-related lung changes or connective tissue disease-related interstitial lung disease","year":2021,"lang":"en","type":"article","venue":"Polish Journal of Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interstitial lung disease; Lung; Connective tissue; Pathology; Coronavirus disease 2019 (COVID-19); Connective tissue disease; Lung disease; Disease; Infectious disease (medical specialty); Internal medicine; Autoimmune disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002169268,0.0002555643,0.0007335244,0.0002288796,0.0001101691,0.00003553685,0.0001308576,0.00009290734,0.00157669],"category_scores_gemma":[0.0009001737,0.0001927954,0.0002303274,0.0002314048,0.0002379377,0.0001393659,0.00006688867,0.0003695129,0.00001277464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009215852,"about_ca_system_score_gemma":0.001220246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005692005,"about_ca_topic_score_gemma":0.00003608466,"domain_scores_codex":[0.9981586,0.0002780328,0.000564597,0.0003311372,0.0002296289,0.0004379898],"domain_scores_gemma":[0.9975926,0.0003802935,0.0004141608,0.0002497426,0.0003955289,0.0009677116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009336185,0.001627796,0.6416079,0.0008569375,0.007021354,0.1106211,0.003401316,0.0003596369,0.001069027,0.004567084,0.2120473,0.007484361],"study_design_scores_gemma":[0.08024172,0.004461548,0.6625639,0.008496241,0.02657391,0.09313265,0.004305296,0.01065588,0.004736104,0.005474631,0.09690887,0.00244924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7205363,0.1195029,0.0005593738,0.149302,0.006870212,0.001045728,0.0003974232,0.0001260042,0.001660064],"genre_scores_gemma":[0.9923924,0.002965421,0.00006588332,0.003139738,0.0006820984,0.00002081101,0.0001003364,0.0000395086,0.000593766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2718562,"threshold_uncertainty_score":0.999336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297184177482686,"score_gpt":0.3184519046750319,"score_spread":0.305480062900205,"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."}}