{"id":"W2783211715","doi":"10.1016/j.mtcomm.2018.01.008","title":"Optical and chemical effects governing femtosecond laser-induced structure formation on polymer surfaces","year":2018,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Femtosecond; Polymer; Laser; Optics; Chemical engineering; Composite material","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":[0.0001452733,0.0001578955,0.0001114567,0.00021118,0.0004389579,0.0004113729,0.0001960157,0.0002429142,0.002849541],"category_scores_gemma":[0.0005501353,0.000188471,0.0001319194,0.0001388765,0.0005225042,0.000447919,0.0002117977,0.000367226,0.0001737728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005139497,"about_ca_system_score_gemma":0.0002913006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001630938,"about_ca_topic_score_gemma":0.001926184,"domain_scores_codex":[0.9999131,0.000007441525,0.000002618866,0.00001089094,0.00003013177,0.00003577281],"domain_scores_gemma":[0.9997734,0.0001504569,0.0000309331,0.000009110955,0.00001914376,0.00001687526],"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":[0.0002831309,0.000058278,0.001141068,0.00005359091,0.000009864603,0.0001401383,0.0002273054,0.002581196,0.9892383,0.002582383,0.0001612627,0.003523522],"study_design_scores_gemma":[0.00003700528,0.0001807959,0.006502652,0.000004714462,0.00001064844,0.00005469688,0.0001881347,0.01242291,0.9792813,0.0005766257,0.0007248118,0.00001571116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977277,0.000135177,0.0003987284,0.00005025197,0.000007871427,0.000005930535,0.00001565331,0.00001352156,0.001645101],"genre_scores_gemma":[0.9992779,0.00008592381,0.0001041979,0.000008309119,0.000004064643,0.000003861594,0.00001818335,0.000004846302,0.0004928129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002849541,"threshold_uncertainty_score":0.00953269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298816650224351,"score_gpt":0.2430968607535154,"score_spread":0.2301086942512719,"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."}}