{"id":"W4309708577","doi":"10.3390/polym14225017","title":"Height-to-Diameter Ratio and Porosity Strongly Influence Bulk Compressive Mechanical Properties of 3D-Printed Polymer Scaffolds","year":2022,"lang":"en","type":"article","venue":"Polymers","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Agencia Nacional de Investigación y Desarrollo","keywords":"Materials science; Porosity; Compressive strength; Composite material; 3d printed; Polymer; Biomedical engineering","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":[0.00007805332,0.0001708053,0.0002232494,0.0001374233,0.0001385917,0.00002033024,0.0002652964,0.00005108131,0.0001318717],"category_scores_gemma":[0.00003410956,0.000162017,0.00003930923,0.0001313915,0.0001186489,0.00007543321,0.0004671983,0.0001738838,0.000004702074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004277446,"about_ca_system_score_gemma":0.00001391984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001484334,"about_ca_topic_score_gemma":0.000004880728,"domain_scores_codex":[0.9990786,0.0000378659,0.0002079094,0.0002269729,0.0001919927,0.0002567038],"domain_scores_gemma":[0.9995632,0.00004021042,0.0000514401,0.0002608956,0.0000220871,0.00006215888],"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":[0.00009052728,0.00006224143,0.0008338498,0.000119003,0.0002038854,0.00001088714,0.001484496,0.01272032,0.9633514,0.0008733587,0.00022735,0.02002268],"study_design_scores_gemma":[0.000185661,0.00008760546,0.002571756,0.00003212279,0.00001694699,0.000007683462,0.0004467969,0.001759064,0.994458,0.00002798638,0.0002014532,0.0002049555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973954,0.0006923917,0.000770024,0.00013377,0.0001231671,0.0001601296,0.00003865591,0.0004358101,0.0002506504],"genre_scores_gemma":[0.9991745,0.00001020477,0.0005457206,0.00005119266,0.00001377562,0.0000586629,0.000003456595,0.00002555714,0.0001169667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03110656,"threshold_uncertainty_score":0.6606863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286826588839414,"score_gpt":0.2030032334943032,"score_spread":0.1901349676059091,"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."}}