{"id":"W2032774331","doi":"10.1002/marc.200900526","title":"Enhancement of Oxidative Stability of Polyfluorenes for Direct Thermal Lithography","year":2009,"lang":"en","type":"article","venue":"Macromolecular Rapid Communications","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Fluorene; Thermal stability; Polymer; Alkoxy group; Materials science; Fluorenone; Copolymer; Side chain; Polymer chemistry; Electroluminescence; Photochemistry; Chemical engineering; Chemistry; Organic chemistry; Nanotechnology; Alkyl; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0002586874,0.0001260183,0.0002334988,0.0001726555,0.00006164794,0.000008154715,0.0005933844,0.00005152735,0.00002902417],"category_scores_gemma":[0.00002362819,0.0001295159,0.0002182487,0.0004965493,0.000156276,0.00005514383,0.00004187513,0.00007236397,3.991925e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001335005,"about_ca_system_score_gemma":0.00001446903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001182892,"about_ca_topic_score_gemma":0.000001770205,"domain_scores_codex":[0.9991462,0.00009752958,0.0003859359,0.0001201827,0.0001103282,0.0001398852],"domain_scores_gemma":[0.9982142,0.0001013199,0.0001093708,0.001371559,0.0001714087,0.00003209624],"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":[0.00001418548,0.0002843778,0.000207577,0.00004898841,0.00009824408,5.577343e-8,0.0005131047,0.00001094689,0.9209326,0.007774104,0.00007182478,0.07004399],"study_design_scores_gemma":[0.0001902385,0.0001606413,0.002391026,0.0000314152,0.0000364203,2.885194e-7,0.00005446263,0.0006281854,0.988584,0.0009044821,0.006885752,0.0001330896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3587568,0.04114697,0.529355,0.001135794,0.0001128997,0.003199315,0.0004896434,0.001052294,0.06475122],"genre_scores_gemma":[0.9222519,0.0009042817,0.07660158,0.00002874804,0.000003199976,0.0001320114,0.00006228978,0.00001290623,0.000003079282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5634951,"threshold_uncertainty_score":0.5281506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701053418626615,"score_gpt":0.2596678293498499,"score_spread":0.2426572951635838,"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."}}