{"id":"W2953553809","doi":"10.1164/rccm.201903-0493oc","title":"Diagnostic Likelihood Thresholds That Define a Working Diagnosis of Idiopathic Pulmonary Fibrosis","year":2019,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; University of British Columbia","funders":"National Institute for Health and Care Research","keywords":"Medicine; Idiopathic pulmonary fibrosis; Pulmonary fibrosis; Intensive care medicine; Fibrosis; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01290757,0.0007184428,0.0007382168,0.003393607,0.0007492873,0.002592755,0.001225168,0.002278195,0.002443867],"category_scores_gemma":[0.1235395,0.0004815958,0.0008643829,0.001553565,0.001774551,0.002288877,0.002080787,0.0013625,0.000764284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860022,"about_ca_system_score_gemma":0.0007804619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338708,"about_ca_topic_score_gemma":0.0007355714,"domain_scores_codex":[0.9876182,0.006364725,0.001634654,0.001186266,0.002416626,0.0007795847],"domain_scores_gemma":[0.8937144,0.06740739,0.0256458,0.003686186,0.006499386,0.003046879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008834164,0.0001080402,0.9701577,0.0001097424,0.0001135387,0.0002451166,0.0004663122,0.001842188,0.0008176533,0.001735614,0.001653648,0.02186705],"study_design_scores_gemma":[0.0002140702,0.0007625826,0.9440789,0.0004682177,0.0003046477,0.005167624,0.00185593,0.02559335,0.002273641,0.01467211,0.004492622,0.0001164197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505896,0.006269781,0.02580328,0.003278633,0.0001718939,0.0001443695,0.000849131,0.0002655828,0.01262776],"genre_scores_gemma":[0.9914384,0.0001523316,0.007710618,0.0002268421,0.00004676581,0.00004191069,0.0002705319,0.00001096566,0.0001015529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01290757,"threshold_uncertainty_score":0.06826264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639737114461326,"score_gpt":0.2804535936515419,"score_spread":0.2640562225069286,"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."}}