{"id":"W3134090603","doi":"10.3390/ma14051161","title":"3D Finite Element Model on Drilling of CFRP with Numerical Optimization and Experimental Validation","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Drill; Thrust; Drilling; Materials science; Finite element method; Fibre-reinforced plastic; Structural engineering; Composite material; Mechanical engineering; Engineering","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":[0.0004635122,0.0005614705,0.0005182758,0.0003976118,0.0003015688,0.0004948796,0.0008235046,0.00138035,0.003387178],"category_scores_gemma":[0.0009470631,0.0003329936,0.0005273754,0.0003722246,0.0004535068,0.0003475724,0.000369144,0.0004174632,0.0005704981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003435657,"about_ca_system_score_gemma":0.0007081517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005170384,"about_ca_topic_score_gemma":0.004269329,"domain_scores_codex":[0.9997613,0.00004479138,0.00001574015,0.00003052387,0.0001270802,0.0000206629],"domain_scores_gemma":[0.9995645,0.0001830534,0.00005623166,0.00005075691,0.0001328053,0.00001258638],"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":[0.00004537346,0.00003889909,0.0005850544,0.00009657339,0.000004996541,0.0000705993,0.00006478797,0.9821254,0.007898804,0.001020359,0.000254664,0.007794468],"study_design_scores_gemma":[0.000008509884,0.00003944922,0.0002739995,0.000008996307,0.000002919058,0.00002119354,0.00001591737,0.9957461,0.002693943,0.0001739695,0.001008116,0.000007022252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3183033,0.0003629141,0.6557338,0.000282685,0.0000963889,0.0003480083,0.001392234,0.001572045,0.02190864],"genre_scores_gemma":[0.809464,0.0002164309,0.1828631,0.00005814429,0.000007913882,0.000572558,0.0008281126,0.0001003674,0.005889329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005170384,"threshold_uncertainty_score":0.01133126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00964230191815396,"score_gpt":0.2310827179212791,"score_spread":0.2214404160031252,"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."}}