{"id":"W4221106661","doi":"10.1002/chem.202200552","title":"Luminescent Surface‐Tethered Polymer Brush Materials","year":2022,"lang":"en","type":"review","venue":"Chemistry - A European Journal","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Brush; Materials science; Polymer; Polymer brush; Surface (topology); Luminescence; Composite material; Polymer science; Nanotechnology; Geometry; Optoelectronics; Polymerization; Mathematics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00185807,0.0008657994,0.001896129,0.00006660815,0.0006866827,0.0006706376,0.001550225,0.0001019194,0.07476223],"category_scores_gemma":[0.0001913528,0.0007260112,0.000679113,0.0002426028,0.0001896867,0.0001990992,0.0009285758,0.00118587,0.002536409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004694608,"about_ca_system_score_gemma":0.0003894741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008270912,"about_ca_topic_score_gemma":1.881804e-7,"domain_scores_codex":[0.9943548,0.001570611,0.001754315,0.000779743,0.0007542758,0.0007862358],"domain_scores_gemma":[0.9966447,0.0002045034,0.001882625,0.0008205329,0.00008644255,0.0003612356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007383947,0.0003001537,0.000001595603,0.009065433,0.000650148,0.003301183,0.0004272934,0.000002978276,0.662648,0.000001280919,0.0449448,0.2785833],"study_design_scores_gemma":[0.0002474402,0.0000231673,4.934079e-7,0.00260246,0.0003808288,0.004233036,0.0001214725,2.840294e-7,0.05046754,6.001622e-7,0.9412554,0.0006672946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005213925,0.9816478,0.000007459902,0.00004287905,0.004302741,0.000189872,0.0003761373,0.0001599516,0.008059195],"genre_scores_gemma":[0.0001706002,0.9784566,0.00008745467,0.00006154301,0.001506342,0.0000136885,0.00006581606,0.0002567407,0.0193812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8963106,"threshold_uncertainty_score":0.9995191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07263077081041941,"score_gpt":0.3146027947958436,"score_spread":0.2419720239854242,"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."}}