{"id":"W3109173727","doi":"10.1063/5.0028386","title":"Mathematical modeling of sintering of two cylinders in fused filament fabrication","year":2020,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Coalescence (physics); Sintering; Cylinder; Materials science; Fabrication; Planar; Mechanics; SPHERES; Protein filament; Ellipse; Isothermal process; Surface tension; Flow (mathematics); Composite material; Geometry; Physics; Mathematics; Computer science; Thermodynamics","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":[0.00007940319,0.0001017631,0.000204762,0.00007892084,0.000009006094,0.00001233597,0.0001837523,0.00004924888,0.00004956247],"category_scores_gemma":[0.0001665145,0.0001032622,0.00002970814,0.0001219518,0.0000421975,0.00008507619,0.00007434907,0.0001495633,0.000007148988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002372247,"about_ca_system_score_gemma":0.000008805157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006459187,"about_ca_topic_score_gemma":4.092072e-7,"domain_scores_codex":[0.9993385,0.000001874254,0.0002886391,0.0001319326,0.0001057497,0.0001332702],"domain_scores_gemma":[0.9997518,0.00002179807,0.00005920378,0.00005696663,0.0000841013,0.00002609435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001374799,0.00022986,0.01339024,0.006940972,0.0002255787,0.000004956397,0.04008672,0.06869229,0.7330304,0.05142472,0.0002618883,0.08557486],"study_design_scores_gemma":[0.0001734173,0.00004120695,0.0002283276,0.0002086464,0.000005896466,4.745448e-7,0.001146968,0.8663135,0.127162,0.004619178,0.000007422571,0.00009292159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8102908,0.0000122668,0.18576,0.0001756181,0.00001168323,0.00009894007,0.000001892139,0.0002323075,0.003416555],"genre_scores_gemma":[0.9945967,0.00001264504,0.005344418,0.000007748226,0.00001011017,0.00001163971,0.000001061183,0.00001221938,0.000003422827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7976213,"threshold_uncertainty_score":0.4210909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04701285531023532,"score_gpt":0.2489561768449142,"score_spread":0.2019433215346789,"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."}}