{"id":"W3193714122","doi":"10.1016/j.cej.2021.131786","title":"Fibre-reinforced biocompatible hydrogel to replace single-use plastic tubing in the clinical setting","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Extrusion; Materials science; Biocompatible material; Composite material; Biomedical engineering; Mechanical engineering; Engineering","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":[0.001048068,0.0001654941,0.0002532672,0.00008023936,0.000100172,0.0002570809,0.0004912163,0.0001271978,0.00007567241],"category_scores_gemma":[0.002343239,0.0001311175,0.000105057,0.0006533582,0.00005875745,0.000159883,0.0001384661,0.0006565959,0.00006066035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460841,"about_ca_system_score_gemma":0.0001104235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002302418,"about_ca_topic_score_gemma":3.465765e-7,"domain_scores_codex":[0.9979908,0.00004811803,0.0007299337,0.0003116689,0.0004109762,0.0005084946],"domain_scores_gemma":[0.9975191,0.001682175,0.0001078949,0.000337144,0.00008351098,0.0002702038],"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":[0.00001126188,0.00004483745,0.00008353068,0.00001560197,0.000005909742,0.00005472036,0.0001346989,0.003572891,0.994282,0.0002120806,0.001249945,0.0003325037],"study_design_scores_gemma":[0.000465651,0.00005665909,0.0002056798,0.000262201,0.00001593243,0.0008100423,0.00003491778,0.01458138,0.9803689,0.00009009822,0.002871781,0.0002368295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714117,0.00008369991,0.1266754,0.001141377,0.0004205287,0.0001240771,0.000004284924,0.00008260128,0.00005632995],"genre_scores_gemma":[0.8206922,0.000009796857,0.1778385,0.0006893403,0.0006367242,0.00002733487,0.000009620056,0.00003328388,0.00006327274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0511631,"threshold_uncertainty_score":0.5346818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955745952146462,"score_gpt":0.2697840640905864,"score_spread":0.2502266045691218,"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."}}