{"id":"W4367311751","doi":"10.1063/5.0134177","title":"A roadmap for developing and engineering <i>in vitro</i> pulmonary fibrosis models","year":2023,"lang":"en","type":"article","venue":"Biophysics Reviews","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Waterloo; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Canada Research Chairs","keywords":"Nintedanib; Idiopathic pulmonary fibrosis; Pirfenidone; Medicine; Pulmonary fibrosis; Extracellular matrix; Fibrosis; Disease; Cancer research; Pathology; Lung; Biology; Internal medicine; Cell biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001741387,0.0009006787,0.001052469,0.0009858396,0.0003612629,0.00173548,0.00126726,0.001509405,0.005056756],"category_scores_gemma":[0.0009827061,0.0004742745,0.001165885,0.000584799,0.0005584307,0.00216212,0.0009818658,0.00293799,0.004918231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007678659,"about_ca_system_score_gemma":0.001239048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000929729,"about_ca_topic_score_gemma":0.001615407,"domain_scores_codex":[0.999271,0.0001912935,0.00009029553,0.0000941678,0.0002739578,0.00007932424],"domain_scores_gemma":[0.9991531,0.0002005768,0.0001319418,0.00009853554,0.0003223245,0.00009344267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001800752,0.0004246384,0.0008380886,0.01402164,0.0001398066,0.000801392,0.0003273678,0.002608782,0.6025831,0.03720126,0.07153922,0.2693346],"study_design_scores_gemma":[0.00003540063,0.0006811584,0.0008196471,0.001165213,0.0001355188,0.0008444341,0.0001170672,0.001440887,0.09908813,0.005144088,0.8904661,0.00006237309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.01889906,0.6660683,0.2316369,0.01372623,0.005093356,0.00113804,0.005292147,0.003387071,0.054759],"genre_scores_gemma":[0.06976727,0.7216943,0.1674747,0.007809614,0.001684814,0.001597285,0.01058894,0.0007485672,0.01863449],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005056756,"threshold_uncertainty_score":0.01691657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823263586876787,"score_gpt":0.2814592937495216,"score_spread":0.2432266578807537,"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."}}