{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146448,0.0004246708,0.0001029226,0.0001489508,0.00009716348,0.000178007,0.0001778482,0.0002198993,0.000557406],"category_scores_gemma":[0.000159048,0.0001564426,0.0002276803,0.0001108381,0.0001605506,0.0002688263,0.0001569725,0.0002995281,0.0002099816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001350636,"about_ca_system_score_gemma":0.00007492592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001688288,"about_ca_topic_score_gemma":0.0003757936,"domain_scores_codex":[0.9999079,0.00001164919,0.00000569631,0.0000264038,0.00002680109,0.00002152284],"domain_scores_gemma":[0.9999177,0.00001981956,0.00002781943,0.00001366277,0.00001004749,0.00001102171],"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":[0.000007992351,0.000006403656,0.00004172313,0.00001321527,0.000001275287,0.00001388768,0.000006650575,0.00003971746,0.9990951,0.00003209523,0.000005555926,0.0007363696],"study_design_scores_gemma":[0.000001126216,0.0000326128,0.0003706394,6.401825e-7,0.000001453775,0.0000241693,0.000002223339,0.0002188552,0.9990755,0.000005197298,0.0002665093,0.000001167773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867221,0.0004744425,0.01098714,0.00003302747,0.00002169699,0.00002289438,0.00006244579,0.00008024173,0.00159609],"genre_scores_gemma":[0.9853139,0.0006006593,0.01140009,0.00003086231,0.000007054568,0.00002086202,0.0000941203,0.00003149853,0.002500875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000557406,"threshold_uncertainty_score":0.001864672,"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."}}