{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001899093,0.0001784528,0.0004579966,0.0001069954,0.00004547601,0.00001867098,0.00006296062,0.00006063031,0.000001291428],"category_scores_gemma":[0.00003480276,0.0001573689,0.0001883332,0.0003872936,0.0000189071,0.0001332926,0.00005786674,0.00008374024,0.000027677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006063353,"about_ca_system_score_gemma":0.00004691625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001387182,"about_ca_topic_score_gemma":2.246604e-7,"domain_scores_codex":[0.9989874,0.00001620127,0.0003212865,0.0002880222,0.0001016741,0.0002854214],"domain_scores_gemma":[0.9995934,0.00004158324,0.00005626228,0.0001823597,0.00003468046,0.00009166809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002466674,0.0001748236,0.0001284559,0.01327536,0.00008751652,0.0001433624,0.000347498,0.0001646857,0.7844276,0.01308175,0.003907142,0.1817951],"study_design_scores_gemma":[0.004262496,0.002192938,0.004684555,0.01644016,0.0007165999,0.0001517678,0.0001640245,0.571206,0.03543353,0.01078388,0.3514858,0.002478174],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6952319,0.2149239,0.0491935,0.009365581,0.002316154,0.02092225,0.0009327984,0.001777599,0.005336325],"genre_scores_gemma":[0.9624445,0.02109369,0.01311604,0.000749497,0.000683315,0.0008724247,0.0003697132,0.00009528891,0.0005754728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7489941,"threshold_uncertainty_score":0.6417317,"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."}}