{"id":"W3097396161","doi":"10.1101/2020.10.27.358168","title":"Development and validation of an open-source, disposable, 3D-printed <i>in vitro</i> environmental exposure system for Transwell <sup>®</sup> culture inserts","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Cannabis and Cannabinoid Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Waterloo; McMaster University","funders":"Lung Health Foundation; McMaster University","keywords":"Smoke; Chemistry; 3d printed; In vitro; Cell biology; Biophysics; Biology; Immunology; Biomedical engineering; Medicine; 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":[0.002631753,0.001025179,0.000795863,0.0008031547,0.000507594,0.001288294,0.001679211,0.001160742,0.003425793],"category_scores_gemma":[0.0024632,0.0007948675,0.00160802,0.0004160443,0.0006706531,0.0006395817,0.000801472,0.0009478028,0.003000339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000589121,"about_ca_system_score_gemma":0.0009169461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009212818,"about_ca_topic_score_gemma":0.001633223,"domain_scores_codex":[0.9979256,0.0002800107,0.0002405827,0.0003725692,0.001070109,0.0001111221],"domain_scores_gemma":[0.9971896,0.0006745951,0.0005606397,0.0006583679,0.0007637237,0.0001530766],"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":[0.00006009287,0.00008779927,0.0009635298,0.0002440465,0.00002188252,0.0001981935,0.0001371472,0.001896488,0.9836721,0.0004434364,0.0005538563,0.01172146],"study_design_scores_gemma":[0.00001484914,0.0003445978,0.002902595,0.0000361911,0.00006817355,0.000432528,0.00005193577,0.00867011,0.9720683,0.0001034344,0.01525449,0.00005294471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1593198,0.0009125485,0.8219551,0.0003165262,0.0004498612,0.001811092,0.003549862,0.007574379,0.004110714],"genre_scores_gemma":[0.2649232,0.001597516,0.7149252,0.0002365858,0.0000882138,0.00339373,0.004811013,0.001127753,0.008896839],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003425793,"threshold_uncertainty_score":0.01391822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490198741261207,"score_gpt":0.2351642888814612,"score_spread":0.2202623014688491,"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."}}