{"id":"W3197656432","doi":"10.3390/ma14185188","title":"Performance Testing and Rapid Solidification Behavior of Stainless Steel Powders Prepared by Gas Atomization","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Materials science; Microstructure; Metal powder; Powder metallurgy; Nucleation; Sphericity; Metallurgy; Alloy; Raw material; Composite material; Metal","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000333962,0.0004120089,0.0003475174,0.0004755342,0.000339706,0.0002414212,0.0004100198,0.0004382868,0.001406593],"category_scores_gemma":[0.000563181,0.0002322909,0.0004802656,0.0004686232,0.0002366946,0.0003698464,0.0001864831,0.0003191208,0.0004678736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061132,"about_ca_system_score_gemma":0.0001890608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449081,"about_ca_topic_score_gemma":0.002088834,"domain_scores_codex":[0.9994191,0.00004100347,0.00004693635,0.0001009862,0.0003300214,0.00006203367],"domain_scores_gemma":[0.9997008,0.00005458404,0.00004982865,0.00003819821,0.0001394209,0.00001720268],"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":[0.0001650265,0.00003588526,0.001007869,0.00008122074,0.00001041963,0.0001298172,0.00008571595,0.0005017573,0.9928918,0.00009473442,0.00008920659,0.004906562],"study_design_scores_gemma":[0.000007617553,0.0005187793,0.005130252,0.000003799552,0.00001252794,0.00008945799,0.00004383264,0.002047652,0.9912984,0.00002129617,0.0008176866,0.000008748538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919719,0.0004658001,0.004566104,0.00004552001,0.00002412225,0.00003695425,0.000404485,0.0001667917,0.002318278],"genre_scores_gemma":[0.9943916,0.0002560643,0.00362317,0.0000128589,0.000006599706,0.00002126557,0.0003793514,0.00004499423,0.00126399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001449081,"threshold_uncertainty_score":0.004705489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397075994769571,"score_gpt":0.2055709853375071,"score_spread":0.1916002253898114,"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."}}