{"id":"W3165258075","doi":"10.1016/j.ccm.2021.03.014","title":"Looking Ahead","year":2021,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institutes of Health","keywords":"Medicine; Intensive care medicine; Interstitial lung disease; Disease; Pathology; Lung; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009777228,0.0005870162,0.004409678,0.0004029496,0.00005052032,0.00001334727,0.0002840937,0.0007612588,0.0007052298],"category_scores_gemma":[0.001425713,0.0004400739,0.0008873508,0.0007226274,0.0002930556,0.00004538655,0.0001608847,0.001629172,0.0001387321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376522,"about_ca_system_score_gemma":0.001155025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002785048,"about_ca_topic_score_gemma":0.00000494465,"domain_scores_codex":[0.996157,0.0001968879,0.001835021,0.0008240143,0.0004987316,0.0004883566],"domain_scores_gemma":[0.9973497,0.000754601,0.0004443521,0.0009279797,0.0001534365,0.0003699725],"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":[0.00008826495,0.0002761979,0.00005979022,0.04503493,0.000172044,0.002864357,0.00009496696,9.12088e-8,2.704284e-7,0.000391849,0.003698083,0.9473191],"study_design_scores_gemma":[0.0006791605,0.0009744659,0.00001202499,0.208195,0.002097745,0.0004104725,0.00008965475,0.00001182457,8.370179e-8,0.00005286698,0.7871992,0.0002774656],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005833881,0.9848312,0.0000198505,0.0004144022,0.002048488,0.0007290925,0.00003002686,0.00006093278,0.01186021],"genre_scores_gemma":[0.00005680715,0.9919024,0.000174735,0.0007382864,0.003898965,0.00008423892,0.0008151791,0.0001177197,0.002211666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9470417,"threshold_uncertainty_score":0.9998051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09987844811077319,"score_gpt":0.4389566435874847,"score_spread":0.3390781954767115,"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."}}