{"id":"W3084217237","doi":"10.32393/csme.2020.72","title":"On the Prediction of Incubation Period in Water Droplet Erosion of Metals","year":2020,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 3","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Erosion; Incubation period; Period (music); Incubation; Environmental science; Chemistry; Geology; Geomorphology; 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":[0.0004155577,0.0005280076,0.0005657131,0.0004787121,0.000258369,0.0005144457,0.0005104666,0.001074261,0.0009475761],"category_scores_gemma":[0.001490462,0.0003202684,0.0006553843,0.0002098055,0.0002652371,0.0005631923,0.0002393169,0.0004155524,0.0002070195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000603905,"about_ca_system_score_gemma":0.0005472586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009049088,"about_ca_topic_score_gemma":0.004915888,"domain_scores_codex":[0.9998969,0.00001945377,0.000006168047,0.00003298888,0.00002044673,0.00002395567],"domain_scores_gemma":[0.9989955,0.0007358423,0.0001307999,0.00003144215,0.00007816536,0.00002840752],"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":[0.00006388401,0.00007613411,0.004412358,0.00004104892,0.00001136955,0.00006941252,0.00001697452,0.9856012,0.005005889,0.0001725865,0.0000746377,0.004454475],"study_design_scores_gemma":[0.00000219202,0.00005074767,0.0007724235,0.000003053767,0.000004836545,0.000009258412,0.000004978835,0.9975572,0.001503553,0.00004207691,0.0000457874,0.000003906201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9042218,0.0005108937,0.09265923,0.0001068502,0.00002734506,0.00006857759,0.0002051903,0.0003027572,0.001897303],"genre_scores_gemma":[0.9948426,0.0001476685,0.00433734,0.000009276201,0.000002958931,0.00002140944,0.0000681574,0.00001703485,0.0005534745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009049088,"threshold_uncertainty_score":0.01799285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084775026751674,"score_gpt":0.1955540318788795,"score_spread":0.1847062816113628,"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."}}