{"id":"W2132161976","doi":"10.1182/blood-2014-05-574913","title":"Platelet bioreactor-on-a-chip","year":2014,"lang":"en","type":"article","venue":"Blood","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":205,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Heart, Lung, and Blood Institute","keywords":"Bioreactor; Platelet; Organ-on-a-chip; Biomedical engineering; Bone marrow; Shear stress; Chemistry; Microfluidics; Materials science; Biology; Nanotechnology; Medicine; Immunology; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002194285,0.00008080278,0.00008522752,0.00006825029,0.00002367573,0.00002251933,0.0001846604,0.00007305606,0.000140087],"category_scores_gemma":[0.0002529099,0.0000709351,0.00002872557,0.000113608,0.00003470004,0.00001948096,0.0000310097,0.000211022,0.000918515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009386594,"about_ca_system_score_gemma":0.000005775983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004026848,"about_ca_topic_score_gemma":7.567878e-7,"domain_scores_codex":[0.999283,0.00001752502,0.00009390126,0.0001117763,0.0002335295,0.0002602262],"domain_scores_gemma":[0.9994437,0.0001827973,0.000006600012,0.0002344515,0.00001125043,0.0001211637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003748074,0.001347855,0.02357898,0.0007498475,0.0005954359,0.0001575683,0.0005547162,0.0009778445,0.3759839,0.02223644,0.04653075,0.5272492],"study_design_scores_gemma":[0.002884188,0.0002871844,0.03598519,0.0001239396,0.00002026828,0.00002361434,0.000009993247,0.009978198,0.566228,0.001831068,0.3820473,0.0005810921],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349161,0.00003296904,0.0003966117,0.00008572824,0.0001821611,0.00005327514,0.000002585261,0.000368139,0.06396246],"genre_scores_gemma":[0.9990125,0.00001349133,0.0005519413,0.00005077262,0.0002368079,0.000006815079,0.000003509125,0.00002491645,0.00009927845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5266681,"threshold_uncertainty_score":0.9998594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327205589515793,"score_gpt":0.2396155775216273,"score_spread":0.2263435216264694,"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."}}