{"id":"W4396705258","doi":"10.1016/j.chest.2024.03.041","title":"The Way Forward","year":2024,"lang":"en","type":"editorial","venue":"CHEST Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.01430779,0.005130445,0.005744683,0.005309369,0.005122849,0.01840783,0.00494049,0.03968707,0.03429502],"category_scores_gemma":[0.04792446,0.002096371,0.00387889,0.002288816,0.005235714,0.01101246,0.004601792,0.04735247,0.02563663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005425353,"about_ca_system_score_gemma":0.00570926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317332,"about_ca_topic_score_gemma":0.007512671,"domain_scores_codex":[0.9867095,0.003355836,0.001340107,0.001291875,0.006199528,0.001103089],"domain_scores_gemma":[0.9580541,0.0137157,0.002930559,0.001294141,0.01289008,0.01111534],"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":[0.00003006553,0.000009581237,0.00002163436,0.0001378164,0.00001793611,0.00007049097,0.00001080637,0.00001080269,0.00002150177,0.0003958624,0.9964779,0.002795678],"study_design_scores_gemma":[0.0001210905,0.00003463521,0.0001956497,0.0005519326,0.0000669425,0.0001622123,0.00007479073,0.00009093888,0.00003870483,0.001358721,0.9972741,0.00003032347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001601837,0.004385319,0.00005018555,0.0648306,0.9288846,0.00001143929,0.00002313149,0.00003453843,0.001764239],"genre_scores_gemma":[0.0002669934,0.002794596,0.0000904329,0.08250899,0.9061508,0.00002524158,0.00002384484,0.00003067981,0.008108433],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03968707,"threshold_uncertainty_score":0.1147283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007791222229420481,"score_gpt":0.2740703783874394,"score_spread":0.2662791561580189,"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."}}