{"id":"W3132994358","doi":"10.1088/1758-5090/abe7ab","title":"Printability in extrusion bioprinting","year":2021,"lang":"en","type":"letter","venue":"Biofabrication","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Office of Research, Drexel University","keywords":"Extrusion; 3D bioprinting; Materials science; Formability; Biomaterial; Nanotechnology; Tissue engineering; Composite material; Biomedical 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":[0.0005842354,0.0002123668,0.0002545635,0.0003112302,0.00003140326,0.00006792936,0.0003717618,0.0008000262,0.0003064374],"category_scores_gemma":[0.0005070329,0.000229258,0.00007710756,0.0006946797,0.00006710835,0.00006047433,0.0001886575,0.001867513,0.0002085966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004693444,"about_ca_system_score_gemma":0.00006983027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008968893,"about_ca_topic_score_gemma":0.000007773594,"domain_scores_codex":[0.9980432,0.0001107731,0.0004407847,0.0004497634,0.0005132063,0.0004422531],"domain_scores_gemma":[0.9989422,0.00020623,0.00005603281,0.0006587479,0.00008471835,0.00005206812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003697304,0.00008048322,0.01522811,0.002889488,0.00005201347,0.0002396748,0.0002108602,0.00009406264,0.03011161,0.00005172301,0.5136183,0.43742],"study_design_scores_gemma":[0.0001153443,0.000006004509,0.02954979,0.0002539523,0.000005861473,0.00000694189,0.00000889453,0.005881703,0.004061759,0.0001766553,0.9595996,0.0003334645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.175107,0.002885765,0.02211767,0.7570763,0.00386171,0.002273577,0.00004883001,0.002463326,0.03416582],"genre_scores_gemma":[0.7890417,0.00243176,0.02632826,0.1575094,0.01381321,0.000989681,0.003484558,0.0007992523,0.00560219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6139347,"threshold_uncertainty_score":0.9348868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956819920487355,"score_gpt":0.2626375921214094,"score_spread":0.2330693929165359,"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."}}