{"id":"W4413962301","doi":"10.3389/fmed.2025.1683514","title":"Editorial: Next generation in vitro models to study chronic pulmonary diseases, volume II","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Medicine","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Volume (thermodynamics); In vitro; Medicine; Intensive care medicine; Internal medicine; Cardiology; Chemistry; Physics; Thermodynamics; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003994905,0.003853549,0.002975093,0.002550915,0.001731903,0.005871111,0.003027035,0.01008053,0.02573345],"category_scores_gemma":[0.009960596,0.000934422,0.002870963,0.0007538738,0.001968333,0.005094755,0.001102118,0.01145277,0.01926574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525055,"about_ca_system_score_gemma":0.001603162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005504432,"about_ca_topic_score_gemma":0.000958658,"domain_scores_codex":[0.997475,0.0003517315,0.0003090538,0.0004069532,0.001235863,0.000221519],"domain_scores_gemma":[0.989115,0.003860925,0.0007012842,0.0003123513,0.004088446,0.001921886],"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":[0.0001164474,0.00003043163,0.00003517546,0.0004058811,0.00001689529,0.0001179793,0.000007170494,0.00004769235,0.0003178864,0.0003280695,0.9892147,0.009361765],"study_design_scores_gemma":[0.00009482506,0.0000892939,0.0002698312,0.0003687124,0.00003935061,0.0003902769,0.00002177935,0.0002357819,0.0003533037,0.000791333,0.9973225,0.00002300859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001028168,0.006196863,0.0003303621,0.0157284,0.975217,0.00005149535,0.0001209509,0.0001851482,0.002066913],"genre_scores_gemma":[0.0005719014,0.005567893,0.0001724447,0.01644688,0.9675499,0.00003719373,0.00008585906,0.00007011905,0.009497889],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02573345,"threshold_uncertainty_score":0.08608693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771480154489573,"score_gpt":0.2852612484606267,"score_spread":0.2675464469157309,"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."}}