{"id":"W6889597327","doi":"10.25916/sut.26221733","title":"Development of 3D Multicomponent Model for Cold Spray Process Using Nitrogen and Air","year":2024,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gas dynamic cold spray; Propellant; Spray nozzle; Nozzle; Nitrogen; Deposition (geology); Spray characteristics; Substrate (aquarium); Calibration","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007384209,0.0002407641,0.0004158953,0.00157261,0.0002595146,0.00002114913,0.0005481182,0.000395291,0.00001855669],"category_scores_gemma":[0.00008246048,0.0002728092,0.00008058178,0.001134985,0.0004875525,0.000211025,0.0002829949,0.0006916985,0.000006157491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003391381,"about_ca_system_score_gemma":0.0003813032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646241,"about_ca_topic_score_gemma":0.00003632185,"domain_scores_codex":[0.9981338,0.0000244667,0.0003346484,0.0004394065,0.0004804839,0.0005871691],"domain_scores_gemma":[0.998935,0.0001051812,0.00004909859,0.0003646362,0.0004252671,0.0001208555],"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":[0.00004268249,0.0001026308,0.0009309522,0.001076554,0.0002062515,0.00004233082,0.002620975,0.01225763,0.980047,0.0006828748,0.0003228223,0.001667342],"study_design_scores_gemma":[0.001103246,0.0001202236,0.0001000386,0.0009410686,0.0001107996,0.00001595185,0.002659276,0.2078331,0.7810106,0.0004930067,0.00515877,0.000453936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864826,0.0007689753,0.01122616,0.0001501746,0.00006423638,0.0007213757,0.00005633946,0.0004706284,0.00005948972],"genre_scores_gemma":[0.9052383,0.00005554231,0.09450795,0.000001155358,0.00001499066,0.00000605282,0.000008854197,0.00004665892,0.0001204795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990364,"threshold_uncertainty_score":0.9999724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04520219262184232,"score_gpt":0.3054490344896102,"score_spread":0.2602468418677679,"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."}}