{"id":"W3023395322","doi":"10.3390/mi11050459","title":"Development of a Disposable Single-Nozzle Printhead for 3D Bioprinting of Continuous Multi-Material Constructs","year":2020,"lang":"en","type":"article","venue":"Micromachines","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Nozzle; Materials science; 3D printing; Coating; Mechanical engineering; Engineering drawing; Engineering; Nanotechnology","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":[0.0002396096,0.0001577324,0.0003584513,0.00007037512,0.00004254653,0.00002045863,0.0002680257,0.0000807186,0.00006181825],"category_scores_gemma":[0.0004054518,0.0001452634,0.00006171189,0.0001653711,0.0001377037,0.00004025107,0.0001617639,0.00009708532,0.000007892389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002584368,"about_ca_system_score_gemma":0.00004695831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001825405,"about_ca_topic_score_gemma":0.000008651163,"domain_scores_codex":[0.9987743,0.00001785573,0.0005400871,0.000194127,0.0001704656,0.0003031173],"domain_scores_gemma":[0.9994544,0.0001157489,0.00009026959,0.0001399524,0.00009590282,0.0001037476],"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":[0.0000372923,0.0000510861,0.001918043,0.0009851572,0.0000585533,0.000001122512,0.0007813312,0.00004056926,0.9466889,0.00002606013,0.00003613573,0.04937576],"study_design_scores_gemma":[0.0007251126,0.00004045164,0.001779641,0.0001296293,0.000009517838,0.000002825619,0.00006190459,0.01359355,0.9767061,0.000009693222,0.006782655,0.0001588581],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780498,0.00007071243,0.02094391,0.00004736677,0.0002088547,0.0003281818,0.00006194301,0.0001265191,0.0001627424],"genre_scores_gemma":[0.6953684,0.000001973903,0.3045054,0.00000755079,0.00004667134,0.00001316124,0.00001456798,0.00002823152,0.00001398838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2835615,"threshold_uncertainty_score":0.5923671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666804841901101,"score_gpt":0.2684140035981823,"score_spread":0.2317459551791713,"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."}}