{"id":"W3014028040","doi":"10.1080/24745332.2020.1727304","title":"Interventional pulmonary medicine","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Pulmonary medicine; Medical physics; Intensive care 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002591099,0.0001925944,0.0005751851,0.0002665065,0.0001353945,0.00001331487,0.0001388562,0.0001174119,0.001560734],"category_scores_gemma":[0.001794337,0.0001414158,0.0001758013,0.0001997667,0.0009984542,0.0001391538,0.00001791454,0.0004708117,0.000008728838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058668,"about_ca_system_score_gemma":0.0005790701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002663519,"about_ca_topic_score_gemma":0.00009252923,"domain_scores_codex":[0.998327,0.00008556765,0.0006558284,0.0002178725,0.0004021735,0.0003115654],"domain_scores_gemma":[0.9958543,0.000126147,0.00009445589,0.0001276186,0.000792069,0.00300547],"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":[0.01712687,0.0004093808,0.08324714,0.01709128,0.001373383,0.1190152,0.02321077,0.00001243451,0.02240099,0.07406609,0.2215979,0.4204486],"study_design_scores_gemma":[0.006818655,0.1020788,0.02067075,0.008583726,0.003160722,0.005181118,0.01949625,0.0002666176,0.0002015442,0.001463898,0.8313164,0.0007615001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1945037,0.5581256,0.001881098,0.19455,0.003120406,0.0005890683,0.0001712147,0.00005584505,0.04700314],"genre_scores_gemma":[0.97965,0.00006322737,0.00007725906,0.01677407,0.003378818,0.000001921891,0.00001336909,0.00002176366,0.00001954058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7851464,"threshold_uncertainty_score":0.999352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03886889665817943,"score_gpt":0.3073288203801951,"score_spread":0.2684599237220157,"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."}}