{"id":"W2215197668","doi":"10.1136/thoraxjnl-2015-208148","title":"Interstitial lung disease: time to rethink the snapshot diagnosis?","year":2015,"lang":"en","type":"letter","venue":"Thorax","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Snapshot (computer storage); Interstitial lung disease; Lung; Lung disease; Disease; Pathology; Intensive care medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004237127,0.0006000792,0.0007674706,0.0001961677,0.000180674,0.0001356184,0.0006632305,0.0005928638,0.007506482],"category_scores_gemma":[0.0003703134,0.0004136889,0.0005783708,0.0002632529,0.0002290636,0.000105097,0.0003691921,0.002055279,0.003640094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004770238,"about_ca_system_score_gemma":0.0006114156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006436637,"about_ca_topic_score_gemma":0.000001238799,"domain_scores_codex":[0.9966977,0.0002562551,0.0004879313,0.0007611618,0.001076181,0.0007207873],"domain_scores_gemma":[0.9973656,0.0001846134,0.0001554337,0.001286506,0.0003245102,0.000683342],"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":[0.002542698,0.00007158118,0.00004833697,0.0004820197,0.0001808032,0.00295495,0.0001613865,0.000002451334,0.00001898233,0.00002384597,0.9928262,0.0006867051],"study_design_scores_gemma":[0.0003393012,0.001022574,0.0001228208,0.001899041,0.001355218,0.00007867494,0.00001776104,0.0003274635,0.000009838557,0.0002171392,0.9941044,0.0005057448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003652857,0.003581199,0.00005078908,0.965609,0.001625917,0.001737896,0.001163334,0.0001960022,0.02567056],"genre_scores_gemma":[0.006251546,0.00009981523,0.00009052849,0.9167184,0.02369268,0.0005462754,0.004680918,0.0001993213,0.04772052],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04889063,"threshold_uncertainty_score":0.9998315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156190888550359,"score_gpt":0.2876058325374203,"score_spread":0.2660439236519168,"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."}}