{"id":"W4410854406","doi":"10.1007/978-3-031-85967-0_6","title":"Usual Interstitial Pneumonia (UIP)","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Interstitial pneumonia; Usual interstitial pneumonia; Pneumonia; Medicine; Internal medicine; Lung","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":[0.0002063489,0.0006522543,0.0004363097,0.0009752273,0.0005868389,0.00173803,0.0006208633,0.0009144747,0.05829315],"category_scores_gemma":[0.0004389734,0.0001831763,0.0003065071,0.0009079328,0.0005256349,0.001552705,0.001095423,0.00160211,0.0297611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004996643,"about_ca_system_score_gemma":0.0006317126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492365,"about_ca_topic_score_gemma":0.006234584,"domain_scores_codex":[0.999849,0.00002471561,0.00000913193,0.00002029289,0.00007992674,0.00001688875],"domain_scores_gemma":[0.999905,0.00004290909,0.000006394165,0.000008595063,0.00002438441,0.00001260843],"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":[0.00002027134,0.00006260331,0.0001318635,0.0005154701,0.000004038358,0.0004381381,0.000264204,0.0001999439,0.0009008737,0.07572561,0.6092633,0.3124737],"study_design_scores_gemma":[0.000001537019,0.000007625582,0.0001572965,0.0001391186,0.00000153188,0.000552378,0.00004394032,0.00003372593,0.0000973221,0.006698962,0.9922639,0.000002638019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005450838,0.06883949,0.003196215,0.00180779,0.005283184,0.00007285247,0.0003543807,0.0001739293,0.919727],"genre_scores_gemma":[0.003416237,0.03344843,0.002671849,0.002005088,0.001517315,0.0000662971,0.0003601147,0.00008280762,0.9564318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05829315,"threshold_uncertainty_score":0.19501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125643268518949,"score_gpt":0.2550674159498272,"score_spread":0.2438109832646377,"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."}}