{"id":"W2131175249","doi":"10.1517/17460440903186100","title":"Update on models of pulmonary fibrosis therapy for preclinical drug research","year":2009,"lang":"en","type":"article","venue":"Expert Opinion on Drug Discovery","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Bleomycin; Pulmonary fibrosis; Disease; Drug; Intensive care medicine; Drug development; Preclinical testing; Fibrosis; Drug discovery; Lung; Bioinformatics; Pathology; Pharmacology; Internal medicine; Medical physics; Chemotherapy","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":[0.0006595337,0.0002940345,0.000546904,0.000256814,0.0001849851,0.00005285544,0.0002961455,0.0001431567,0.00007205535],"category_scores_gemma":[0.0001025648,0.0002297011,0.0005574315,0.0002290284,0.0001708799,0.0004093941,0.00005332954,0.0003748534,0.00003004551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221354,"about_ca_system_score_gemma":0.0002063959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004817262,"about_ca_topic_score_gemma":3.322529e-7,"domain_scores_codex":[0.997174,0.0002028797,0.0005881725,0.0006801306,0.0008419385,0.0005128355],"domain_scores_gemma":[0.9982286,0.0004567851,0.0001249749,0.000740617,0.0002148898,0.0002341466],"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":[0.2465895,0.01598291,0.0002143401,0.0003964096,0.0003089055,0.00006189318,0.002013821,0.001024204,0.02356287,0.06986219,0.5218968,0.1180861],"study_design_scores_gemma":[0.02243507,0.08282904,0.009702937,0.01700512,0.00008196822,0.00007529934,0.003785504,0.06195731,0.1217053,0.06504162,0.611982,0.003398784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7531394,0.05749345,0.001521216,0.1136028,0.006573947,0.01128505,0.002109982,0.0005789364,0.05369515],"genre_scores_gemma":[0.9827867,0.009856874,0.0002349558,0.003080192,0.001279727,0.0001570316,0.000323644,0.00005068991,0.002230176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296473,"threshold_uncertainty_score":0.936694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07985624898287767,"score_gpt":0.4018344046980598,"score_spread":0.3219781557151821,"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."}}