{"id":"W3004129635","doi":"10.1016/j.coche.2019.12.003","title":"Rapid solidification and surface topography for additive manufacturing with beam surface heating","year":2020,"lang":"en","type":"article","venue":"Current Opinion in Chemical Engineering","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut de Cardiologie de Montréal; Minneapolis Heart Institute","keywords":"Beam (structure); Materials science; Mechanics; Microstructure; Surface (topology); Geometry; Composite material; Optics; Physics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006460496,0.0002431376,0.0002451586,0.00003673331,0.00003230248,0.00005233426,0.00009523255,0.00006587313,0.00001572192],"category_scores_gemma":[0.00003899576,0.0002401844,0.00003579211,0.000113822,0.00002419667,0.0001542559,0.00003294829,0.0001993451,0.000001571908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003395468,"about_ca_system_score_gemma":0.000007365405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001586403,"about_ca_topic_score_gemma":4.924438e-8,"domain_scores_codex":[0.9990657,0.000005234429,0.0002420072,0.0002907192,0.0001046368,0.0002916795],"domain_scores_gemma":[0.9995735,0.0001621498,0.00003545082,0.00008133948,0.00002446388,0.0001231345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001374587,0.00005071993,0.0002270947,0.008681131,0.00009562659,9.959314e-7,0.001592233,0.7879104,0.1744562,0.0002122234,0.0008698682,0.02576603],"study_design_scores_gemma":[0.000588542,0.00004323552,0.0002445575,0.00044572,0.000008499749,0.000002490982,0.00005128428,0.07885471,0.9074403,0.0000347727,0.01187537,0.0004105307],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508198,0.00264527,0.04468292,0.0001015405,0.0007055031,0.0004365467,0.0001390507,0.0004369157,0.00003247382],"genre_scores_gemma":[0.9942322,0.0005927193,0.004600527,0.000007003092,0.0003329129,0.00004241747,0.0001389973,0.00005287907,3.765164e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7329841,"threshold_uncertainty_score":0.9794437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796882254650014,"score_gpt":0.2424746286287934,"score_spread":0.2145058060822933,"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."}}