{"id":"W4391030599","doi":"10.3390/ma17020471","title":"Modeling of Effect of Infill Density Percentage on Rotating Bending Fatigue Behavior of Additive-Manufactured PLA Polymers","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"King Saud University","keywords":"Infill; Materials science; Fused filament fabrication; Bending; Composite material; Fabrication; Polymer; Structural engineering; Protein filament; 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":[0.0002634357,0.0002092263,0.0004651558,0.0002199819,0.00002989744,0.0000205753,0.0001503105,0.0001223337,0.0001824305],"category_scores_gemma":[0.0001027205,0.00018141,0.00008983928,0.00006571739,0.00006210616,0.00006669013,0.00008174914,0.0001261959,0.000003643251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003430265,"about_ca_system_score_gemma":0.000005856586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063097,"about_ca_topic_score_gemma":0.00000187294,"domain_scores_codex":[0.9989868,0.00005499344,0.0004150296,0.0001863094,0.0001618773,0.0001949651],"domain_scores_gemma":[0.999457,0.0002214552,0.00007613604,0.0002059801,0.00001795777,0.00002144405],"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":[0.00005891506,0.00001820272,0.0002602065,0.001702251,0.000136229,0.00001605056,0.0007503203,0.02230645,0.9498469,0.0001806988,0.00003184678,0.02469197],"study_design_scores_gemma":[0.0001385122,0.000122897,0.00140373,0.0007415242,0.00006094155,0.000002481353,0.0001344368,0.005421629,0.9917911,0.00003374216,0.000006074561,0.0001429058],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971761,0.00005664625,0.001036114,0.000003257976,0.0004598223,0.000221952,0.0004435836,0.0004012713,0.0002012921],"genre_scores_gemma":[0.9992887,0.00001665933,0.0005504046,0.000001188523,0.00003470631,0.00002267977,0.00003937438,0.0000389678,0.000007277864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04194426,"threshold_uncertainty_score":0.7397685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599722063292978,"score_gpt":0.2553334797251523,"score_spread":0.2393362590922225,"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."}}