{"id":"W4391986107","doi":"10.1051/ject/2024003","title":"Designing an experimental method for assessing biocompatibility of circuit coatings using biomarkers for platelet activation during cardiopulmonary bypass","year":2024,"lang":"en","type":"article","venue":"Journal of ExtraCorporeal Technology","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Midwestern University","keywords":"Cardiopulmonary bypass; Biocompatibility; Platelet; Platelet activation; Biomedical engineering; Materials science; Medicine; Cardiology; Internal medicine; Metallurgy","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":[0.001428594,0.0001970911,0.0007283619,0.0008665273,0.00009193802,0.00003008258,0.0001177873,0.0002992644,0.000005110925],"category_scores_gemma":[0.0001590894,0.0001809516,0.0004669026,0.0003917674,0.0001220068,0.0004847966,0.00003166879,0.0002892084,4.350866e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299861,"about_ca_system_score_gemma":0.0002560639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002843787,"about_ca_topic_score_gemma":3.193522e-7,"domain_scores_codex":[0.9982651,0.00007577259,0.0008765865,0.0002962257,0.000227102,0.000259153],"domain_scores_gemma":[0.9984156,0.0003489589,0.0006171023,0.0002143415,0.0003211593,0.00008281777],"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":[0.000662053,0.0001478808,0.004592854,0.0003290231,0.0002386223,0.00008989689,0.0001152832,0.00002486717,0.9152455,0.0003345678,0.00003455987,0.07818484],"study_design_scores_gemma":[0.0007689464,0.0009125074,0.003562736,0.0007394648,0.0002240202,0.002573533,0.001307932,0.003102632,0.9825009,0.003964419,0.0001754955,0.0001674129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6294105,0.0005244713,0.3692232,0.00008253429,0.000159044,0.0004540773,0.00001415398,0.00009988888,0.00003209036],"genre_scores_gemma":[0.7783459,0.000009534294,0.2213929,0.00001030155,0.000156247,0.00003034738,0.0000139108,0.00003755582,0.000003350651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489354,"threshold_uncertainty_score":0.737899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05392145503267816,"score_gpt":0.3727713985397689,"score_spread":0.3188499435070908,"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."}}