{"id":"W4234510575","doi":"10.1007/978-3-030-63647-0_21","title":"Laser Surface Structuring of Polymers and Functionalization","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Surface modification; Materials science; Structuring; Laser; Femtosecond; Polymer; Nanotechnology; Microfluidics; Surface roughness; Wetting; Optoelectronics; Optics; Chemical engineering; Engineering; Composite material; Physics","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":[0.00008741151,0.0005784042,0.0004220102,0.0005924739,0.0004264613,0.0008617579,0.0005767538,0.0005432811,0.02052168],"category_scores_gemma":[0.0001118734,0.0003019022,0.0002481442,0.0008317207,0.0004193058,0.001144961,0.0004938297,0.001067377,0.01105053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003954,"about_ca_system_score_gemma":0.0003482551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004158322,"about_ca_topic_score_gemma":0.001103263,"domain_scores_codex":[0.999892,0.00000562859,0.000002079492,0.00001837581,0.00007156393,0.00001039205],"domain_scores_gemma":[0.9999659,0.00001630771,0.000002323711,0.000005341057,0.00000794179,0.000002246696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003802397,0.00009464016,0.00005225041,0.001283439,0.00001159575,0.0001728422,0.0002542201,0.001901164,0.1488068,0.1087745,0.08853566,0.6500748],"study_design_scores_gemma":[0.000003855409,0.00004126544,0.0002087834,0.00014551,0.000006582295,0.0004051168,0.0000513782,0.001532268,0.05713048,0.01550967,0.9249499,0.00001517],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008386532,0.1011711,0.07866852,0.0008167495,0.002165101,0.0001218259,0.0003012271,0.0009150282,0.8074539],"genre_scores_gemma":[0.01874366,0.05343942,0.0268939,0.0004278668,0.0003279863,0.0001011438,0.0002959255,0.0003663417,0.8994037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02052168,"threshold_uncertainty_score":0.06865185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0090333724085303,"score_gpt":0.1887519470327162,"score_spread":0.1797185746241859,"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."}}