{"id":"W4403878084","doi":"10.3390/engproc2024076047","title":"Optimization of Printing Parameters for Extrusion 3D Printing of Ceramic Clay","year":2024,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Extrusion; 3D printing; Ceramic; Materials science; Three dimensional printing; Composite material","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":[0.0001772741,0.0001062428,0.0001569419,0.0001672244,0.00002455557,0.000019338,0.000115561,0.00008248266,0.00002635485],"category_scores_gemma":[0.0001408709,0.00009567814,0.00007389172,0.0001306585,0.00004006891,0.00007360108,0.00007195707,0.0001039943,0.000001597175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002299179,"about_ca_system_score_gemma":0.000007085398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006894524,"about_ca_topic_score_gemma":4.850162e-7,"domain_scores_codex":[0.9993395,0.000006646216,0.0002779817,0.0001488927,0.00007507655,0.0001518917],"domain_scores_gemma":[0.9995539,0.0001994395,0.00004482755,0.000154459,0.00003578093,0.00001165147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003746813,0.00000874035,0.0001438423,0.001083574,0.00006146001,6.905474e-7,0.0001534925,0.8069718,0.01522203,0.002204039,0.00008092776,0.1740657],"study_design_scores_gemma":[0.00005183381,0.00001755436,0.0001306652,0.0001841286,0.00001145531,0.000001059043,0.00005788063,0.5300897,0.4687569,0.0003978614,0.0002230849,0.00007789362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4271003,0.00007009082,0.5699005,0.0000176402,0.0001552388,0.0001415384,0.000004116588,0.0008225766,0.001787969],"genre_scores_gemma":[0.7886426,0.00002910565,0.2112174,0.000001537277,0.00001311319,0.00001213066,0.000004676986,0.00002348548,0.00005589745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4535349,"threshold_uncertainty_score":0.3901641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675818284883689,"score_gpt":0.2346578333032044,"score_spread":0.2178996504543675,"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."}}