{"id":"W3111279014","doi":"10.1183/23120541.00705-2020","title":"Development and validation of an open-source, disposable, 3D-printed <i>in vitro</i> environmental exposure system for Transwell culture inserts","year":2020,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Waterloo; McMaster University","funders":"Lung Health Foundation","keywords":"Medicine; In vitro; 3d printed; Open source; Biomedical engineering; Operating system; Computer science; Biochemistry","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":[0.002588217,0.001048486,0.000770971,0.0008007338,0.0005887577,0.00126089,0.001854519,0.0013182,0.003138353],"category_scores_gemma":[0.002203562,0.0007762209,0.001641626,0.0004028359,0.0006462415,0.0006756097,0.0009081772,0.001072716,0.002702055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006255464,"about_ca_system_score_gemma":0.001062385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089711,"about_ca_topic_score_gemma":0.002314671,"domain_scores_codex":[0.9979082,0.0002544945,0.0002449555,0.0003658306,0.001097009,0.0001294758],"domain_scores_gemma":[0.9973465,0.0005603448,0.0005005655,0.0006711705,0.0007512447,0.0001701388],"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":[0.00005203754,0.0000894832,0.0007579548,0.0002415496,0.0000197477,0.0001991763,0.0001471166,0.00189437,0.9852349,0.0005875757,0.0005665235,0.01020962],"study_design_scores_gemma":[0.00001416398,0.0003212552,0.002364499,0.00003414537,0.00005855023,0.0004199342,0.00005388481,0.009354315,0.9702931,0.0001136701,0.01691372,0.00005881185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1577858,0.001034136,0.8245938,0.0003334368,0.0005696249,0.00173839,0.003216633,0.006170111,0.004558062],"genre_scores_gemma":[0.2691566,0.00178423,0.7119681,0.0002574791,0.00009482793,0.003323176,0.004245962,0.001041194,0.008128421],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003138353,"threshold_uncertainty_score":0.01368797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06325230359209613,"score_gpt":0.328802190837353,"score_spread":0.2655498872452569,"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."}}