{"id":"W4412069038","doi":"10.1080/23995270.2025.2515006","title":"Plain language summary: Patient journey and treatment patterns in progressive pulmonary fibrosis","year":2025,"lang":"en","type":"article","venue":"Future Rare Diseases","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Boehringer Ingelheim (Canada)","funders":"Boehringer Ingelheim","keywords":"Pulmonary fibrosis; Medicine; Field (mathematics); Fibrosis; Intensive care medicine; Pathology; Mathematics","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":[0.00002312575,0.0002762451,0.0003824554,0.0002115945,0.000102917,0.0000448043,0.00006844961,0.000104779,0.0001522009],"category_scores_gemma":[0.00002934818,0.0002114143,0.0001903458,0.0002022862,0.00005645472,0.000112946,0.0000724612,0.0001236344,0.000004500922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323536,"about_ca_system_score_gemma":0.0001898709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002258663,"about_ca_topic_score_gemma":0.00004232871,"domain_scores_codex":[0.9987468,0.0000757677,0.0002676803,0.0004044414,0.0001904685,0.0003148767],"domain_scores_gemma":[0.9992883,0.0000476089,0.00006731378,0.0002821935,0.00004944123,0.000265127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01511951,0.003788566,0.7254872,0.001748596,0.0004157696,0.01453597,0.002306742,0.000005776026,0.0006768844,0.0004922896,0.01021746,0.2252052],"study_design_scores_gemma":[0.003288172,0.004262905,0.9405712,0.005799427,0.0009375235,0.0002049426,0.01484729,0.0003338288,0.0004967678,0.0001287863,0.02850711,0.0006220223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512426,0.04259772,0.000004835604,0.00203354,0.000371498,0.0008839782,0.001460149,0.00008789502,0.001317741],"genre_scores_gemma":[0.9963521,0.0009613554,0.00004555105,0.0006664647,0.0005105255,0.0001954645,0.0007236538,0.00002300556,0.0005219012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2245831,"threshold_uncertainty_score":0.8621225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004801572897415728,"score_gpt":0.2532780850455136,"score_spread":0.2484765121480979,"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."}}