{"id":"W4200154703","doi":"10.1016/j.matdes.2021.110312","title":"Prediction and experimental evaluation of the threshold velocity in water droplet erosion","year":2021,"lang":"en","type":"article","venue":"Materials & Design","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Mechanics; Erosion; Work (physics); Reliability (semiconductor); Mechanical engineering; Physics; Geology; Thermodynamics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001147812,0.000356726,0.0003400124,0.0003091794,0.0002646546,0.0003452259,0.000643704,0.0007443112,0.0006150503],"category_scores_gemma":[0.002770111,0.0002372893,0.0002454783,0.0003172074,0.0004299456,0.0005440652,0.0002841057,0.0004832501,0.0001731083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139359,"about_ca_system_score_gemma":0.0002707519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225491,"about_ca_topic_score_gemma":0.001415368,"domain_scores_codex":[0.9995832,0.0000441528,0.00002669244,0.00009949617,0.0002012634,0.0000451955],"domain_scores_gemma":[0.9985461,0.0008180957,0.0001612959,0.0001833623,0.0002592561,0.00003188326],"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":[0.0004405166,0.0009211121,0.01797284,0.0003868277,0.00002101485,0.0003069236,0.0003699066,0.1356278,0.7968442,0.001271107,0.0003298794,0.04550796],"study_design_scores_gemma":[0.00002449375,0.001305682,0.007006505,0.00001821381,0.00001513155,0.00005634125,0.00008805814,0.4347846,0.5559821,0.0001912564,0.0004965211,0.00003103372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622328,0.0002448758,0.03619697,0.00002558243,0.00002232874,0.00006718568,0.0001375593,0.0001696524,0.0009029814],"genre_scores_gemma":[0.9904646,0.0001243824,0.009116188,0.000003260632,0.000001517942,0.00002240971,0.00005147648,0.000007407373,0.0002086964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001225491,"threshold_uncertainty_score":0.006070256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050003983379584,"score_gpt":0.2655083144828716,"score_spread":0.2155043311032876,"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."}}