{"id":"W3152767402","doi":"10.1016/j.chest.2021.03.067","title":"Executive Summary","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"American College of Physicians","keywords":"Medicine; Grading (engineering); MEDLINE; Medical physics; Generalizability theory; Evidence-based medicine; Systematic review; Appropriate Use Criteria; Evidence-based practice; Psychology; Pathology; Alternative 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004834716,0.0009703527,0.0008194307,0.003376734,0.001306872,0.005836023,0.002021664,0.003822515,0.366168],"category_scores_gemma":[0.02087718,0.0004472705,0.0007911386,0.002945709,0.0003756394,0.001971634,0.001819861,0.00310694,0.3455049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998602,"about_ca_system_score_gemma":0.009708678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007475969,"about_ca_topic_score_gemma":0.00899687,"domain_scores_codex":[0.997102,0.000445406,0.0002259316,0.0002714918,0.001521753,0.0004334419],"domain_scores_gemma":[0.9792374,0.002123118,0.001232627,0.0009771258,0.01342758,0.003002201],"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":[0.00001635138,0.000004278075,0.00005868209,0.00005984269,0.000001330046,0.00000588333,0.00000257616,0.00001306462,0.00001327774,0.0003508313,0.9903187,0.009155211],"study_design_scores_gemma":[0.0000166897,0.000010238,0.0007079971,0.0002039671,0.000004424363,0.00001112941,0.00002090847,0.00002498792,0.00003113497,0.0004071532,0.9985575,0.000003766938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008944604,0.01283238,0.001556942,0.1408169,0.1826919,0.001267483,0.0667493,0.001238766,0.5919518],"genre_scores_gemma":[0.003541089,0.006996175,0.0008928582,0.05207668,0.02583209,0.001046926,0.02939597,0.000356948,0.8798613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.633832,"threshold_uncertainty_score":0.9040844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473220790990571,"score_gpt":0.266314379016347,"score_spread":0.2515821711064413,"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."}}