{"id":"W3096271945","doi":"10.4081/monaldi.2020.1459","title":"Multiple pulmonary nodules presenting a difficult diagnostic challenge","year":2020,"lang":"en","type":"article","venue":"Monaldi Archives for Chest Disease","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada)","funders":"","keywords":"Medicine; Anaplastic lymphoma kinase; ARDS; Autopsy; Anaplastic large-cell lymphoma; Granulomatosis with polyangiitis; Respiratory failure; Lymphoma; Oxygen therapy; Diffuse alveolar hemorrhage; Internal medicine; Lung; Pathology; Vasculitis; Lung cancer; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.00002236591,0.0002689744,0.0003265192,0.0000481728,0.0001579431,0.00002829266,0.0001281196,0.00003146928,0.00003109323],"category_scores_gemma":[0.001284655,0.0002177088,0.0003520376,0.00009355316,0.0001128163,0.00007295252,0.0001142948,0.00007963808,0.00004547797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002574245,"about_ca_system_score_gemma":0.0000695683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009425769,"about_ca_topic_score_gemma":0.000001961977,"domain_scores_codex":[0.9985311,0.00003094417,0.0002603811,0.0005499477,0.0002300468,0.0003975485],"domain_scores_gemma":[0.9974274,0.001218855,0.00007374538,0.0002797763,0.00003186887,0.0009683621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002727877,0.007885027,0.9192462,0.002547883,0.0005117951,0.002758242,0.002399522,0.0001485631,0.001951579,0.0008574283,0.001767413,0.05719846],"study_design_scores_gemma":[0.003384844,0.0003085168,0.9625606,0.0001935053,0.0004810084,0.00001015575,0.0001483259,0.02121255,0.0006278863,0.0006145128,0.01018325,0.0002748448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737634,0.00317906,0.0002285804,0.01919503,0.00006620345,0.001722996,0.0005143954,0.000193815,0.001136504],"genre_scores_gemma":[0.995597,0.0003760252,0.001016112,0.0007391787,0.0004884158,0.0009260332,0.0006482397,0.0000504549,0.000158551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05692361,"threshold_uncertainty_score":0.8877907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016287177602154,"score_gpt":0.2523279926427473,"score_spread":0.2221651208667258,"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."}}