{"id":"W1721442037","doi":"10.1155/2014/593430","title":"What to Do with All of These Lung Nodules?","year":2014,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Rheumatoid arthritis; Radiological weapon; Pathological; Differential diagnosis; Lung; Rheumatoid nodule; Exertion; Radiology; Pathology; Physical therapy; 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":[],"consensus_categories":[],"category_scores_codex":[0.000341605,0.0001325043,0.0002483298,0.0003076057,0.00008149909,0.00009443975,0.0001493269,0.00006921224,0.0003486299],"category_scores_gemma":[0.00007700678,0.000100654,0.0001086539,0.0001349291,0.00006289827,0.000205158,0.00001245382,0.0002483905,0.00003306473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002553811,"about_ca_system_score_gemma":0.0008722559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008131204,"about_ca_topic_score_gemma":0.003437154,"domain_scores_codex":[0.9988981,0.00006840145,0.000249728,0.0001606305,0.0002687262,0.0003544484],"domain_scores_gemma":[0.9977224,0.00002066057,0.00009023119,0.0002693253,0.0002436955,0.001653676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02769948,0.0008553193,0.4154575,0.002152187,0.002472534,0.01364246,0.009601098,0.0009279306,0.03622063,0.02428336,0.263925,0.2027626],"study_design_scores_gemma":[0.001828091,0.00840405,0.05696983,0.003119697,0.0003135882,0.001120728,0.001172363,0.000155065,0.0006631942,0.0001348229,0.9256732,0.0004452979],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893526,0.002113166,0.0002863204,0.002433885,0.0005790279,0.0002556467,0.00002388248,0.00001004339,0.004945467],"genre_scores_gemma":[0.9887585,0.00003097209,0.0001488793,0.01021337,0.0005995714,0.000004273935,0.000002169207,0.00002724778,0.000215035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6617483,"threshold_uncertainty_score":0.4104549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304351917739145,"score_gpt":0.2568278711909127,"score_spread":0.2437843520135213,"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."}}