{"id":"W3026213417","doi":"10.1002/admt.202000136","title":"Miniaturization of Artificial Lungs toward Portability","year":2020,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Artificial lung; Oxygenator; Extracorporeal membrane oxygenation; Miniaturization; Materials science; Biomedical engineering; Extracorporeal; Extracorporeal circulation; Medicine; Intensive care medicine; Computer science; Surgery; Cardiopulmonary bypass; Nanotechnology; Cardiology; Anesthesia","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":[0.0003561737,0.0003137767,0.0001591365,0.0002829206,0.0001105583,0.0006504002,0.00027603,0.000384352,0.001156698],"category_scores_gemma":[0.0005851129,0.0001566707,0.0002736184,0.0001145875,0.0003241397,0.000579969,0.0003984394,0.0004277748,0.0002878359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947594,"about_ca_system_score_gemma":0.0001384855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000104773,"about_ca_topic_score_gemma":0.0001022453,"domain_scores_codex":[0.9998481,0.00003744791,0.00001357381,0.00003484815,0.00004972932,0.00001624772],"domain_scores_gemma":[0.9997275,0.0001129067,0.00005265481,0.00003216557,0.00005261058,0.00002209146],"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":[0.00005069177,0.00004083295,0.0005426924,0.0004618646,0.00002505111,0.0002805165,0.00008487883,0.002602104,0.9434019,0.008419493,0.001340144,0.04274976],"study_design_scores_gemma":[0.00003707494,0.0006603606,0.002755564,0.0001452685,0.00007027636,0.001369951,0.00006301617,0.01228327,0.8572505,0.002941694,0.1223752,0.00004778653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5131941,0.08570122,0.3584354,0.003269155,0.002352228,0.0004805064,0.0006149684,0.00140936,0.03454308],"genre_scores_gemma":[0.8694767,0.01719433,0.1060096,0.0006162905,0.0003321678,0.0002278645,0.0001827678,0.00005621766,0.005904003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001156698,"threshold_uncertainty_score":0.003869534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902370889387049,"score_gpt":0.2283381057229818,"score_spread":0.2093143968291113,"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."}}