{"id":"W4391011526","doi":"10.1021/acsapm.3c02531","title":"Surface Modification and Dyeing of Ultrahigh-Molecular-Weight Polyethylene Fabrics Using Diazirine-Based Polymers","year":2024,"lang":"en","type":"article","venue":"ACS Applied Polymer Materials","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Mitacs; Innovate BC","keywords":"Covalent bond; Surface modification; Materials science; Polyethylene; Epoxy; Polymer; Composite material; Polymer chemistry; Ultra-high-molecular-weight polyethylene; Adhesion; Coating; Polyamine; Chemical engineering; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001851465,0.0003236316,0.0004224963,0.0001394837,0.00006187786,0.0001410013,0.0001353469,0.0001573929,0.00007574826],"category_scores_gemma":[0.000009092597,0.0003271043,0.00003574528,0.0002456866,0.00009776854,0.0001332515,0.00003477296,0.0000771803,0.00001033808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229693,"about_ca_system_score_gemma":0.00002845233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001202076,"about_ca_topic_score_gemma":7.725412e-7,"domain_scores_codex":[0.9985349,0.00004125308,0.0005206135,0.0003408455,0.0001930003,0.0003694475],"domain_scores_gemma":[0.9993993,0.0001033271,0.00008109049,0.0003037858,0.00001947994,0.00009303567],"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":[0.00002379992,0.000009303964,0.000004936129,0.0004012791,0.00005758481,0.000007464013,0.00009842471,0.02079748,0.9714588,0.006093098,0.0000124188,0.001035412],"study_design_scores_gemma":[0.0002334646,0.00001073497,0.00003495324,0.0001065773,0.00007213605,0.000007839794,0.00002257715,0.0009257211,0.9978513,0.0002476274,0.0001471391,0.0003399969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987954,0.002549189,0.007274178,0.0000340605,0.0008090608,0.000161122,0.0001545494,0.000459527,0.0006043649],"genre_scores_gemma":[0.9977404,0.0001175799,0.001690935,0.0000442504,0.0001336219,0.00001445356,0.0000862757,0.0001289204,0.00004360121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02639243,"threshold_uncertainty_score":0.9999181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422708233914356,"score_gpt":0.235345577599798,"score_spread":0.2211184952606544,"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."}}