{"id":"W3166292379","doi":"10.31399/asm.cp.itsc2021p0765","title":"Thermally Sprayed Coating-Based Heating Systems for Boundary Layer Transition Detection — An Experimental Approach","year":2021,"lang":"en","type":"article","venue":"Thermal spray","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Laminar flow; Composite material; Boundary layer; Transition point; Coating; Stagnation point; Turbulence; Aerodynamic heating; Heat transfer; Mechanics","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":[0.0007218038,0.0005499827,0.0002810602,0.0003558942,0.0003606782,0.0003695711,0.0005307111,0.0005459915,0.001304395],"category_scores_gemma":[0.0004758062,0.0003413741,0.0002345823,0.0002145489,0.0006322734,0.0004607205,0.0003370622,0.0007951368,0.0002636322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003908484,"about_ca_system_score_gemma":0.0002653735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000598739,"about_ca_topic_score_gemma":0.0006582882,"domain_scores_codex":[0.9996535,0.00006292936,0.00001605105,0.00008578846,0.0001315437,0.00005011724],"domain_scores_gemma":[0.9996356,0.0001044839,0.00006965076,0.0000711145,0.00009513586,0.00002412581],"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":[0.00001894706,0.00003190991,0.00004796443,0.00002929536,0.000001914341,0.000008085072,0.00002209953,0.00007904191,0.9988977,0.0000858166,0.00001494365,0.0007622573],"study_design_scores_gemma":[0.000004909509,0.0002039282,0.0003025564,0.000002504439,0.000003067511,0.00001961911,0.00001182463,0.001244996,0.9978452,0.00001541567,0.0003413183,0.000004686849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358833,0.0009752805,0.05988579,0.00008222038,0.00007498405,0.0004094547,0.0002481591,0.0003563553,0.002084377],"genre_scores_gemma":[0.9317893,0.0006392106,0.06579102,0.00003650059,0.00002380191,0.0002574524,0.0001085481,0.00003844363,0.001315793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001304395,"threshold_uncertainty_score":0.004363596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365187132715013,"score_gpt":0.2395704400422619,"score_spread":0.2159185687151118,"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."}}