{"id":"W4392119545","doi":"10.1016/j.bioactmat.2024.02.006","title":"Highly efficient semiconductor modules making controllable parallel microchannels for non-compressible hemorrhages","year":2024,"lang":"en","type":"article","venue":"Bioactive Materials","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Key Research and Development Program of China; Jiangsu Science and Technology Department; National Natural Science Foundation of China","keywords":"Materials science; Semiconductor; Compressibility; Polymer; Porosity; Polyvinyl alcohol; Absorption (acoustics); Gelatin; Porous medium; Self-healing hydrogels; Biomedical engineering; Nanotechnology; Optoelectronics; Composite material; Chemical engineering; Chemistry; Polymer chemistry","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":[0.0003899865,0.000285868,0.0007252283,0.0001427009,0.0001165908,0.0002232234,0.0001008169,0.0001732805,0.0003666975],"category_scores_gemma":[0.0000661414,0.0001941906,0.0001952984,0.0001443108,0.00008950041,0.00007487567,0.00005537647,0.0000896817,0.0001076081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009793328,"about_ca_system_score_gemma":0.00007622397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002540349,"about_ca_topic_score_gemma":3.855314e-7,"domain_scores_codex":[0.9983275,0.00005506954,0.0004282333,0.0005173905,0.0001924466,0.0004793431],"domain_scores_gemma":[0.9991789,0.0002180709,0.00008832426,0.0002415129,0.0001438394,0.0001293207],"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":[0.0006220717,0.0001159401,0.000008276008,0.0006971625,0.0002354562,0.00007265254,0.000230493,0.00004464368,0.9937196,0.000578795,0.002646226,0.001028641],"study_design_scores_gemma":[0.001692924,0.00019401,0.0001044193,0.0006144712,0.0001574257,0.00004857848,0.0002505295,0.002964284,0.9661565,0.0001579231,0.02739319,0.000265786],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889536,0.002361759,0.002398156,0.001106343,0.001746475,0.001544853,0.0006392295,0.0001946587,0.001054954],"genre_scores_gemma":[0.9937466,0.000050307,0.002154939,0.0002439828,0.0008174195,0.0002149887,0.0001032827,0.00006293902,0.00260556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02756318,"threshold_uncertainty_score":0.7918863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041785031304864,"score_gpt":0.311173804262722,"score_spread":0.2807559539496734,"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."}}