{"id":"W2605208980","doi":"10.31399/asm.cp.itsc2013p0292","title":"Effect of Liquid Feedstock on Downstream Cold Spray Nozzle","year":2013,"lang":"en","type":"article","venue":"Thermal spray","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; CenterLine (Canada); Concordia University","funders":"","keywords":"Raw material; Nozzle; Downstream (manufacturing); Spray nozzle; Environmental science; Waste management; Chemistry; Materials science; Engineering; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001246453,0.0001884082,0.0002439828,0.00005944106,0.00002971639,0.00001649857,0.0001505224,0.0001025804,0.0008715518],"category_scores_gemma":[0.000005090661,0.0001490626,0.00009291192,0.00009062086,0.00003368962,0.00008126957,0.00001181147,0.0001649434,0.0008799716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003274456,"about_ca_system_score_gemma":0.000006402448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000896007,"about_ca_topic_score_gemma":0.00001400476,"domain_scores_codex":[0.9992385,0.00003165096,0.0001837551,0.0001268742,0.0001477164,0.0002715074],"domain_scores_gemma":[0.999531,0.00009303117,0.00001008401,0.0002575888,0.00002177314,0.00008657535],"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":[0.000095517,0.00003757172,0.0002860953,0.0001234949,0.0000494465,0.000002773412,0.00007232714,0.00727895,0.9883493,0.001204392,0.0006343554,0.001865754],"study_design_scores_gemma":[0.0008446785,0.001849539,0.004061489,0.00007777262,0.00003261601,0.000001833251,0.000003592641,0.00477715,0.9862834,0.000005765155,0.001785851,0.0002762692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675468,0.00008629298,0.0001266234,0.00004770159,0.00021489,0.0003788988,0.00001357127,0.0001645776,0.03142064],"genre_scores_gemma":[0.999404,0.00001617164,0.00005965694,0.00004423816,0.00009110897,0.00004974453,0.000004808827,0.00004835892,0.0002818744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03185723,"threshold_uncertainty_score":0.999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003078241666584344,"score_gpt":0.1878987326593448,"score_spread":0.1848204909927604,"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."}}