{"id":"W2255981601","doi":"10.1186/s12916-016-0563-0","title":"Idiopathic pulmonary fibrosis – clinical management guided by the evidence-based GRADE approach: what arguments can be made against transparency in guideline development?","year":2016,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Guideline; Grading (engineering); Idiopathic pulmonary fibrosis; Evidence-based medicine; Transparency (behavior); Intensive care medicine; Evidence-based practice; Medical physics; Process management; Pathology; Alternative medicine; Internal medicine; Lung; Computer science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3376342,0.001185036,0.0051253,0.008567904,0.002552119,0.01939431,0.007208034,0.01327709,0.002394422],"category_scores_gemma":[0.6522177,0.001628428,0.003844709,0.00811038,0.008714173,0.01769177,0.007091776,0.01881891,0.002051728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00712937,"about_ca_system_score_gemma":0.02512288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007290409,"about_ca_topic_score_gemma":0.01334218,"domain_scores_codex":[0.6239584,0.269504,0.06114419,0.005167629,0.03774311,0.002482737],"domain_scores_gemma":[0.3608871,0.4518354,0.06131564,0.03263176,0.08757809,0.005752122],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003867491,0.000161735,0.005959227,0.03407168,0.00232457,0.0005841079,0.00627033,0.001604289,0.0006619567,0.1795311,0.1637395,0.6047046],"study_design_scores_gemma":[0.0008818274,0.000402022,0.006724917,0.1738534,0.003304972,0.001864924,0.003862631,0.00582988,0.001230932,0.4306883,0.3708299,0.0005262908],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002234632,0.1113557,0.06544645,0.798829,0.009684469,0.000915087,0.0004199898,0.0002760448,0.01083854],"genre_scores_gemma":[0.1462376,0.1388386,0.4985949,0.1979166,0.0117954,0.003304574,0.0008002246,0.0004135534,0.002098601],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6623658,"threshold_uncertainty_score":0.8168149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080654858454035,"score_gpt":0.3416089899336817,"score_spread":0.2335435040882782,"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."}}