{"id":"W4405316255","doi":"10.1016/j.compositesa.2024.108651","title":"Investigation of hole quality Enhancement in new glass/flax laminates via hybrid drilling techniques","year":2024,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Composite material; Drilling; Quality (philosophy); Glass fiber; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155112,0.000210098,0.0002821838,0.0003453199,0.0001861578,0.0003217796,0.0004110107,0.00004605112,0.00002746],"category_scores_gemma":[0.00001701912,0.0001836982,0.00003374559,0.0003531752,0.0004569002,0.0006259969,0.000304479,0.000170563,0.00002388025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357184,"about_ca_system_score_gemma":0.0001526621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001296972,"about_ca_topic_score_gemma":0.00001125313,"domain_scores_codex":[0.997937,0.00002644423,0.000495396,0.0005901396,0.0005487415,0.0004023061],"domain_scores_gemma":[0.9992539,0.0001683672,0.0001219447,0.0002678077,0.00004759002,0.0001404403],"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":[0.00001523905,0.000004568736,0.0000819828,0.0001267518,0.000002714981,0.000002979799,0.0004214575,0.00008705976,0.9892312,0.001630647,0.00004236782,0.008353059],"study_design_scores_gemma":[0.0001030623,0.00004635258,0.0005525151,0.0002314835,0.000008361611,0.000005991737,0.00002943356,0.00167605,0.993085,0.003411893,0.0006254936,0.0002244003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937831,0.0004344069,0.004032975,0.0001299084,0.0001900947,0.0003799772,0.000003024152,0.0001729921,0.0008735741],"genre_scores_gemma":[0.9914696,0.00003162652,0.008221872,0.00008538721,0.00006664253,0.00002500353,0.000007231102,0.00001148787,0.00008111628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008128659,"threshold_uncertainty_score":0.7490997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993669498241186,"score_gpt":0.2676877249778797,"score_spread":0.2477510299954679,"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."}}