{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008431431,0.00007886784,0.0001554749,0.00003559673,0.0001038943,0.00003762629,0.00004470697,0.00004997064,0.0005058442],"category_scores_gemma":[0.00007587859,0.00006595549,0.0001872103,0.0000891676,0.00004003558,0.00008208399,0.00002976573,0.0002917846,0.00005382664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007861602,"about_ca_system_score_gemma":0.0003399101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001378599,"about_ca_topic_score_gemma":3.604523e-7,"domain_scores_codex":[0.9993517,0.0000281408,0.0001568759,0.0001101217,0.000177597,0.0001755907],"domain_scores_gemma":[0.9993668,0.00001688232,0.00004384658,0.0001171297,0.000198588,0.0002567215],"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":[0.007628541,0.002199348,0.03934762,0.001158195,0.0009181072,0.0708674,0.001260174,0.000008654332,0.1801231,0.004459011,0.6612403,0.03078948],"study_design_scores_gemma":[0.002510583,0.002095143,0.04700649,0.00161069,0.00051546,0.03183046,0.001855277,0.0001358269,0.01545918,0.001500639,0.8950982,0.000382015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4494275,0.02881943,0.002625932,0.01807798,0.003708998,0.0002633451,0.0000606776,0.0001356631,0.4968805],"genre_scores_gemma":[0.9744594,0.001012983,0.001522237,0.001802423,0.001922259,0.000002385741,0.00002873617,0.0000220948,0.01922751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5250319,"threshold_uncertainty_score":0.5538639,"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."}}