{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007770331,0.0001383936,0.0003143993,0.0000406224,0.00001931201,0.00001767616,0.0002255261,0.0001579975,0.0001320788],"category_scores_gemma":[0.0003033013,0.0001338434,0.00003403442,0.0002012216,0.00008058405,0.0001651956,0.00006545001,0.00007123248,0.00002173844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001621198,"about_ca_system_score_gemma":0.00001060478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.945962e-7,"about_ca_topic_score_gemma":6.773411e-7,"domain_scores_codex":[0.9990637,0.000009880161,0.0004279995,0.0002073832,0.0001192136,0.0001718539],"domain_scores_gemma":[0.9995685,0.00002287416,0.00008916512,0.0002536361,0.0000371864,0.00002865328],"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":[0.00001505203,0.000007695835,0.0001911597,0.0002351177,0.00001265279,0.000002977391,0.00006975743,0.0003899578,0.9912972,0.002981384,0.0000328372,0.004764207],"study_design_scores_gemma":[0.00006988298,0.00003996587,0.0003550056,0.00001242157,0.00001116069,7.385335e-7,0.0002509818,0.0001678448,0.9931691,0.004715632,0.001071285,0.0001360086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923741,0.0001891335,0.003810263,0.0003098214,0.0002807088,0.0002283268,0.0000567793,0.002673598,0.00007730161],"genre_scores_gemma":[0.9941409,0.00002027266,0.005718181,0.00002738914,0.00002077512,0.00002710267,0.00002272224,0.00002195302,7.540931e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004628198,"threshold_uncertainty_score":0.5457976,"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."}}