{"id":"W4301040521","doi":"10.31399/asm.cp.itsc2004p0776","title":"Prediction of Coating Microstructure","year":2004,"lang":"en","type":"article","venue":"Thermal spray","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coating; Materials science; Porosity; Volume fraction; Surface roughness; Composite material; Thermal spraying; Surface finish; Microstructure; Mechanics; Physics","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":[0.0003314524,0.0003055199,0.0003264361,0.0003167357,0.0001829881,0.0004481648,0.0003039913,0.000491547,0.0004927564],"category_scores_gemma":[0.001409006,0.0002718107,0.0002830134,0.0001408749,0.0002965714,0.0002787776,0.0002004195,0.0002471921,0.0001241677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009089659,"about_ca_system_score_gemma":0.000693239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00870108,"about_ca_topic_score_gemma":0.005344734,"domain_scores_codex":[0.9998924,0.00001930634,0.000004335995,0.00002471996,0.00003858469,0.00002073166],"domain_scores_gemma":[0.9995023,0.0002083457,0.00007093103,0.00005890446,0.0001300593,0.00002948173],"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":[0.000008703646,0.000006762381,0.001157389,0.0000049632,0.00000331815,0.0000120613,0.00000301749,0.9940812,0.003024072,0.000284003,0.00003102683,0.001383547],"study_design_scores_gemma":[0.000001041494,0.000003371693,0.0002522509,3.480822e-7,5.054442e-7,0.000001675136,3.652848e-7,0.9991301,0.0005383043,0.00005397035,0.00001727932,6.848391e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7679586,0.0001269189,0.2282218,0.00009597779,0.0000259308,0.00003311856,0.0001832372,0.0004266218,0.002927741],"genre_scores_gemma":[0.9912459,0.00003181934,0.008358433,0.000005872469,0.000002595211,0.00001029818,0.00005419124,0.00001493962,0.0002759701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00870108,"threshold_uncertainty_score":0.0173009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025523027805819,"score_gpt":0.1975604224713062,"score_spread":0.187305192193248,"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."}}