{"id":"W4416638643","doi":"10.1183/13993003.congress-2025.pa6246","title":"Bridging care gaps in pulmonary fibrosis: enhancing the patient journey","year":2025,"lang":"","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cystic Fibrosis Canada","funders":"","keywords":"Referral; Pulmonary rehabilitation; Bridging (networking); Intervention (counseling); Health care; Patient advocacy; Patient participation; Capacity building","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02366427,0.0007607801,0.001790786,0.001385668,0.0141577,0.01480102,0.003071209,0.01170115,0.01712451],"category_scores_gemma":[0.05923386,0.000834545,0.001465998,0.001415652,0.00644989,0.01986057,0.03210875,0.01968942,0.003901227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004615061,"about_ca_system_score_gemma":0.03691836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614614,"about_ca_topic_score_gemma":0.007903077,"domain_scores_codex":[0.9746357,0.01636153,0.001303156,0.0009959815,0.002533633,0.004169926],"domain_scores_gemma":[0.9496288,0.01791041,0.002524144,0.001149993,0.004399625,0.02438702],"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":[0.0001948073,0.0009953467,0.01392076,0.004555452,0.0002198024,0.006811233,0.1663095,0.0007887827,0.001087524,0.03584903,0.4025031,0.3667646],"study_design_scores_gemma":[0.00008157207,0.000663423,0.007389604,0.01179832,0.00008702943,0.004308216,0.2667954,0.000629464,0.0005233019,0.08009153,0.6274183,0.0002138739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03573229,0.02714471,0.004433191,0.9038555,0.004438127,0.0002677997,0.0001869796,0.0002797463,0.0236617],"genre_scores_gemma":[0.5165448,0.07492562,0.04755065,0.3354858,0.006243126,0.001623668,0.0009544902,0.000461003,0.01621105],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02366427,"threshold_uncertainty_score":0.1251502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006086070291630293,"score_gpt":0.2524899655598007,"score_spread":0.2464038952681704,"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."}}