{"id":"W3176453683","doi":"10.1063/5.0051073","title":"Sputtering of surfaces by ion irradiation: A comparison of molecular dynamics and binary collision approximation models to laboratory measurements","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Physics","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Atomic physics; Sputtering; Molecular dynamics; Ion; Argon; Ejecta; Collision cascade; Collision; Impact parameter; Materials science; Projectile; Substrate (aquarium); Yield (engineering); Energy (signal processing); Irradiation; Chemistry; Physics; Nuclear physics; Thin film; Nanotechnology; Computational chemistry","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":[0.000630789,0.0003024868,0.0004820813,0.0003522189,0.0004080313,0.0004561193,0.000888311,0.00053226,0.001115166],"category_scores_gemma":[0.001642399,0.0002076133,0.0003058101,0.0005401879,0.0003628584,0.0005206689,0.0003597476,0.0005130808,0.0001242386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103771,"about_ca_system_score_gemma":0.0006197291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008063826,"about_ca_topic_score_gemma":0.003275977,"domain_scores_codex":[0.9997537,0.00007392508,0.00001375225,0.00003572745,0.00009604271,0.0000269722],"domain_scores_gemma":[0.9993424,0.0004279864,0.00004664721,0.00007024883,0.00009338749,0.00001929944],"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":[0.0004097472,0.0002740079,0.01139695,0.0002434821,0.00008824842,0.0001771732,0.0002799532,0.9014496,0.04947696,0.01693124,0.0004967563,0.01877585],"study_design_scores_gemma":[0.00001705182,0.00003660299,0.0008172464,0.000004203421,0.000003599109,0.0000195186,0.00001628437,0.9907109,0.007812638,0.000301153,0.0002539959,0.000006748838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063738,0.0006436558,0.08382291,0.0002334791,0.00003393389,0.00009109317,0.000270548,0.0005177395,0.008012902],"genre_scores_gemma":[0.9810717,0.0003147724,0.01784205,0.00002785811,0.000005950893,0.00009000595,0.0001188281,0.00006278833,0.0004660018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008063826,"threshold_uncertainty_score":0.01603377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627987707312775,"score_gpt":0.2408016085969508,"score_spread":0.224521731523823,"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."}}