{"id":"W4404864918","doi":"10.1016/j.compositesb.2024.112000","title":"Mechanism of selective texturing of CFRP by femtosecond laser","year":2024,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Materials science; Femtosecond; Composite material; Mechanism (biology); Laser; Optics","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":[0.00009919419,0.0001942294,0.0002720691,0.0001512138,0.0000157549,0.00004156331,0.0001708554,0.00008488601,0.00003794402],"category_scores_gemma":[0.00001092065,0.0002049421,0.00006221543,0.0002377721,0.00001867375,0.0001859816,0.00005099273,0.0001511207,0.000007745622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005031861,"about_ca_system_score_gemma":0.00001028202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005369211,"about_ca_topic_score_gemma":4.529566e-7,"domain_scores_codex":[0.9991885,0.000006946204,0.0003075882,0.0001654412,0.0001181777,0.0002133617],"domain_scores_gemma":[0.9996566,0.00006648427,0.00002531169,0.0001686033,0.00003493403,0.00004811335],"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":[0.000003058909,0.0000106787,0.00001102489,0.001262439,0.00008638552,0.000004114452,0.0001465082,0.01862476,0.9768696,0.0009647239,0.001698874,0.0003177877],"study_design_scores_gemma":[0.00005981131,0.00003252789,0.000009921021,0.0004233947,0.00002217919,0.000006529895,0.000003148839,0.1007755,0.8962528,0.0002659598,0.001972093,0.0001761671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8518696,0.004241773,0.1368144,0.00001776717,0.001101731,0.0002880924,0.0001351994,0.003204416,0.002327038],"genre_scores_gemma":[0.9952993,0.00004062904,0.00443028,0.000003109167,0.00006707705,0.00002076444,0.00001743621,0.00007579037,0.00004565444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434297,"threshold_uncertainty_score":0.8357296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004481795599774688,"score_gpt":0.1914011649148286,"score_spread":0.1869193693150539,"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."}}