{"id":"W2767480316","doi":"10.1016/j.snb.2017.10.186","title":"Multilayer cell culture system supported by thread","year":2017,"lang":"en","type":"article","venue":"Sensors and Actuators B Chemical","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Monash University","keywords":"Polydimethylsiloxane; Thread (computing); PLGA; Materials science; Cell culture; Scaffold; Hydroxypropyl cellulose; Biomedical engineering; Stacking; Nanotechnology; Composite material; Chemistry; Computer science; Polymer; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001222924,0.0001728736,0.0001981633,0.00002511939,0.0001405072,0.000129254,0.0002805643,0.0002348191,0.00006364894],"category_scores_gemma":[0.000117817,0.0001387997,0.00004998947,0.00003315389,0.0001736568,0.00007435151,0.0001106198,0.0003581833,0.00007309169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004645284,"about_ca_system_score_gemma":0.000008789249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001943986,"about_ca_topic_score_gemma":3.116279e-7,"domain_scores_codex":[0.9989417,0.000009701923,0.0001654511,0.0002360561,0.000270529,0.0003765158],"domain_scores_gemma":[0.9992176,0.00004883035,0.00003497746,0.0003774544,0.00003065982,0.0002904581],"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":[0.00001408675,0.00004155332,0.002170264,0.000514745,0.00004915555,0.00004687744,0.0003341646,0.000002442797,0.9282023,0.00008007704,0.05778352,0.0107608],"study_design_scores_gemma":[0.0005337571,0.00001239373,0.0003246869,0.00006516468,0.000013076,0.00001706581,0.0001293723,0.01075314,0.9515828,0.0000308505,0.03625347,0.0002842535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918596,0.0001272429,0.0001375565,0.00008810142,0.0001529996,0.00009931532,0.00002904864,0.0002258249,0.007280376],"genre_scores_gemma":[0.99836,0.00007024201,0.0006417162,0.00001228555,0.0001344261,0.000005549909,0.00001360963,0.00003318066,0.0007290071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02338045,"threshold_uncertainty_score":0.5660087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008218498418810071,"score_gpt":0.2421909094245112,"score_spread":0.2339724110057011,"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."}}