{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023222,0.0006663983,0.001214556,0.0006883708,0.001384835,0.00182666,0.0010374,0.003611855,0.00317102],"category_scores_gemma":[0.006241676,0.0002484408,0.0006077181,0.0004835671,0.001281106,0.004168346,0.0006337786,0.003429611,0.002071241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006188644,"about_ca_system_score_gemma":0.001659445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003699677,"about_ca_topic_score_gemma":0.007364114,"domain_scores_codex":[0.9993213,0.0001421156,0.00008650375,0.00008368358,0.0002283728,0.0001380736],"domain_scores_gemma":[0.9981436,0.0004967995,0.0002819769,0.0001092051,0.0004450161,0.0005234178],"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":[0.0002774837,0.0002934041,0.1166233,0.001931304,0.000222106,0.09415063,0.001307465,0.000611268,0.003122461,0.00672031,0.1068596,0.6678807],"study_design_scores_gemma":[0.00009545479,0.0004917659,0.04730768,0.007070025,0.0002522934,0.6486939,0.007894358,0.001092911,0.001454436,0.02620562,0.259228,0.0002136458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09850977,0.3454902,0.01435161,0.4395115,0.0141948,0.0002668725,0.0004695039,0.0008294561,0.08637635],"genre_scores_gemma":[0.508877,0.26217,0.02681504,0.1365452,0.04101409,0.0001850202,0.0006039175,0.000198476,0.02359123],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.003699677,"threshold_uncertainty_score":0.01060814,"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."}}