{"id":"W3213259508","doi":"10.3390/math9222913","title":"Numerical Study of Powder Flow Nozzle for Laser-Assisted Metal Deposition","year":2021,"lang":"en","type":"article","venue":"Mathematics","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lietuvos Mokslo Taryba","keywords":"Nozzle; Deposition (geology); Particle (ecology); Materials science; Mechanics; Particle deposition; Particle velocity; Mechanical engineering; Composite material; Engineering; Physics; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004526743,0.0004808896,0.0007496675,0.0007841748,0.0006256853,0.0009808275,0.0008304695,0.001798736,0.003745226],"category_scores_gemma":[0.001619616,0.0003057267,0.0006621365,0.0005527779,0.0006212996,0.0005031212,0.0005354086,0.0005042602,0.000256066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008283278,"about_ca_system_score_gemma":0.001081005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0122374,"about_ca_topic_score_gemma":0.005065792,"domain_scores_codex":[0.9997967,0.0000490418,0.00001139564,0.00003197249,0.00006190591,0.00004898963],"domain_scores_gemma":[0.9993566,0.0003661053,0.00008355065,0.00001754642,0.0001290011,0.0000472851],"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":[0.00009576129,0.00006341675,0.004065294,0.0001454147,0.00002665207,0.0004996236,0.00007062974,0.9789675,0.004918458,0.005824129,0.0005970419,0.004726132],"study_design_scores_gemma":[0.000009106358,0.0000139547,0.0002534483,0.000004354636,0.000002620016,0.00002074061,0.00001399204,0.9990212,0.0002104411,0.0002076634,0.0002382417,0.000004252186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6496383,0.00253568,0.2943142,0.0009704083,0.0003664026,0.0003184734,0.0007659702,0.000645299,0.05044534],"genre_scores_gemma":[0.9572746,0.0003989233,0.03565956,0.00007187865,0.00003553788,0.0001798184,0.0002322472,0.00007015213,0.006077363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122374,"threshold_uncertainty_score":0.02433234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104770295856504,"score_gpt":0.2438358964775529,"score_spread":0.2227881935189878,"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."}}