{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00224162,0.0001497369,0.0003053513,0.0001173628,0.0001323121,0.0002756196,0.00132955,0.0001363872,0.00005918714],"category_scores_gemma":[0.00012773,0.0001374456,0.00001914181,0.0003979031,0.0001055602,0.000344274,0.0008339016,0.0004577297,0.00002300412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785366,"about_ca_system_score_gemma":0.00008835085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007588886,"about_ca_topic_score_gemma":0.00001825579,"domain_scores_codex":[0.9977489,0.0002246177,0.0004091948,0.0004225137,0.0007079312,0.0004868934],"domain_scores_gemma":[0.999174,0.0001614039,0.00002739411,0.0002651815,0.00004779317,0.0003242152],"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":[0.001123721,0.0002473847,0.001125353,0.001793451,0.00008303324,0.00002809605,0.0086357,0.001018661,0.9170768,0.0001234323,0.0008214656,0.06792291],"study_design_scores_gemma":[0.002604664,0.0003227828,0.002147891,0.0002300073,0.00000474773,0.000004447573,0.002533063,0.02598574,0.90674,0.00001343072,0.05915254,0.0002606759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925297,0.0001302585,0.001331568,0.0002177042,0.00003656332,0.002751476,0.00004877159,0.00004916063,0.002904757],"genre_scores_gemma":[0.9820318,0.00003341913,0.01704486,0.00001885263,0.00003482407,0.0003382249,0.0001348551,0.00004999125,0.0003131272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06766224,"threshold_uncertainty_score":0.5604869,"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."}}