{"id":"W4234208945","doi":"10.1016/j.athoracsur.2006.11.080","title":"Invited commentary","year":2007,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; St. Joseph's Hospital","funders":"","keywords":"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":[0.008250343,0.001507108,0.00304985,0.001466356,0.009512605,0.01049035,0.004734708,0.1395352,0.02178409],"category_scores_gemma":[0.05599872,0.001455219,0.003125031,0.001210722,0.004377327,0.004241559,0.004708484,0.07836352,0.01634978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141961,"about_ca_system_score_gemma":0.01364351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436433,"about_ca_topic_score_gemma":0.02555308,"domain_scores_codex":[0.9896617,0.002436825,0.0008221897,0.001342442,0.003339393,0.002397522],"domain_scores_gemma":[0.9802274,0.009572788,0.00124689,0.000545913,0.004409008,0.003998],"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":[0.00001499665,0.000005702421,0.00009425858,0.00002421897,0.000008058915,0.0003755431,0.00006862992,0.00001513276,0.00002403264,0.0008338866,0.9973006,0.001235067],"study_design_scores_gemma":[0.00008759894,0.0000263172,0.0005969899,0.0003646345,0.0000508179,0.0006615656,0.0004513116,0.0001314547,0.0001098925,0.003632105,0.9938331,0.0000543101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001457051,0.001057148,0.00003678658,0.9317019,0.06244947,0.00001733276,0.00004341592,0.00001862906,0.004529636],"genre_scores_gemma":[0.0008205474,0.0003454825,0.00003652859,0.9638957,0.02519343,0.00002872767,0.00001741999,0.00001619559,0.009645903],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1395352,"threshold_uncertainty_score":0.08285546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196365119358025,"score_gpt":0.3876186463353288,"score_spread":0.2679821343995262,"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."}}