{"id":"W2480410382","doi":"10.1021/bk-2012-1107.ch003","title":"Preparation of Cellulose-Based Honeycomb-Patterned Films with ATRP-Active Surfaces","year":2012,"lang":"en","type":"book-chapter","venue":"ACS symposium series","topic":"Block Copolymer Self-Assembly","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Atom-transfer radical-polymerization; Materials science; Honeycomb; Cellulose; Polymerization; Chemical engineering; Polymer chemistry; Copolymer; Surface modification; Composite material; Polymer","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000215932,0.0007043229,0.0008716218,0.0001569153,0.0001438788,0.0001184664,0.0005620053,0.0004709595,0.001233791],"category_scores_gemma":[0.000007401213,0.0006139845,0.0001343401,0.00006841869,0.0004210397,0.0008613463,0.0001321847,0.0002383563,0.000312821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083629,"about_ca_system_score_gemma":0.0003913715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002637714,"about_ca_topic_score_gemma":0.0002477508,"domain_scores_codex":[0.9972886,0.00008408769,0.0006344871,0.0007125787,0.0007717457,0.000508545],"domain_scores_gemma":[0.9974262,0.000148608,0.001002827,0.0009442002,0.0003215455,0.0001566531],"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":[0.001186062,0.000088823,0.0001604047,0.000354831,0.0001192831,0.00001293579,0.001518088,0.0001263467,0.9911557,0.004476584,0.0007222031,0.00007871527],"study_design_scores_gemma":[0.0004635012,0.0008131752,0.00008864637,0.0002810667,0.0002860611,0.0000184112,0.00007337922,0.00001583606,0.9919159,0.0001718402,0.005157355,0.0007148649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7985681,0.002318371,0.0002352187,0.0006619215,0.001911627,0.001809649,0.0007831479,0.0005791899,0.1931327],"genre_scores_gemma":[0.9128206,0.00008208322,0.001356859,0.00009690861,0.0001803261,0.00006575466,0.0001995612,0.0001697003,0.08502816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142525,"threshold_uncertainty_score":0.9996792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068427945923245,"score_gpt":0.2288952222839512,"score_spread":0.2182109428247188,"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."}}