{"id":"W4416974704","doi":"10.1038/s41598-025-30242-8","title":"High-throughput isolation of normal and pulmonary fibrosis human alveolar epithelial cells","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; McMaster University; University of Toronto; Canada Research Chairs; University Health Network","funders":"Canadian Institutes of Health Research; University Health Network","keywords":"Ex vivo; Cell sorting; Lung; Cell; Isolation (microbiology); Cell culture; Cell type; Pulmonary fibrosis","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":[0.0006730282,0.0003599507,0.000527359,0.000592096,0.000443512,0.0006881334,0.0004099997,0.0004775551,0.0014176],"category_scores_gemma":[0.0004243003,0.0001658823,0.0004225697,0.0004988922,0.0001980641,0.0002312704,0.0005931013,0.0006332702,0.001752197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380108,"about_ca_system_score_gemma":0.0003404767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00074878,"about_ca_topic_score_gemma":0.001562685,"domain_scores_codex":[0.9991388,0.00009876339,0.00008398856,0.0001818107,0.0003974191,0.00009916261],"domain_scores_gemma":[0.9997904,0.00004362144,0.00001343848,0.00004312718,0.00007447076,0.00003497582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009223072,0.00005071695,0.0005207831,0.00009852782,0.00001495757,0.0001677008,0.00009311193,0.0002287978,0.9898434,0.0002156925,0.0009626627,0.007711274],"study_design_scores_gemma":[0.00005364902,0.0004157158,0.01033976,0.00006951796,0.00006394633,0.001196313,0.0001222622,0.00572256,0.9369736,0.0003971645,0.04461395,0.00003156833],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6054846,0.009210217,0.3440872,0.0008071541,0.0004327415,0.003249699,0.01548466,0.002389895,0.01885393],"genre_scores_gemma":[0.7229286,0.005182212,0.2188519,0.0006523922,0.0002278157,0.003058081,0.03215687,0.000391976,0.01655026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0014176,"threshold_uncertainty_score":0.004742384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006420984946046895,"score_gpt":0.2460136782255817,"score_spread":0.2395926932795348,"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."}}