{"id":"W4394894419","doi":"10.1016/j.apsusc.2024.160124","title":"Optical colouring and surface chemistry of ultrafast laser generated debris on polycarbonate","year":2024,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polycarbonate; Wetting; Laser; Materials science; Microfluidics; Polymer; Nanotechnology; Polymer science; Optics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001394677,0.0001725637,0.0001169385,0.0002922158,0.0002550808,0.0003008598,0.0002962109,0.0002503101,0.001397169],"category_scores_gemma":[0.0002720838,0.0001430604,0.0001606777,0.0001709988,0.0003442004,0.0002454818,0.0001729246,0.0003384933,0.0002433674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003340429,"about_ca_system_score_gemma":0.000196499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410369,"about_ca_topic_score_gemma":0.001110364,"domain_scores_codex":[0.9998397,0.00001363698,0.000004787453,0.00002476008,0.00006771977,0.00004945601],"domain_scores_gemma":[0.9997965,0.00007939101,0.00004721775,0.00001910812,0.00003907171,0.00001879968],"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":[0.0001625864,0.00001367222,0.0004464161,0.00002272445,0.000003254915,0.00003910566,0.00004409945,0.0002911341,0.9978653,0.0001000727,0.00002722153,0.0009845499],"study_design_scores_gemma":[0.000005292066,0.00011146,0.005336205,0.000001704559,0.000003361462,0.00004109626,0.00003844683,0.001036046,0.9930622,0.00002074823,0.0003378267,0.000005509999],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986743,0.0001328463,0.0004266594,0.00001035634,0.000005002937,0.000003181446,0.00003950788,0.00001278578,0.000695399],"genre_scores_gemma":[0.997974,0.0001191135,0.0004666918,0.00001116619,0.00000322046,0.000004291841,0.00007382601,0.000009906527,0.001337952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001410369,"threshold_uncertainty_score":0.004673958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007173339107768946,"score_gpt":0.2170812038104712,"score_spread":0.2099078647027023,"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."}}