{"id":"W3080533991","doi":"10.1117/12.2579897","title":"LC nanocomposites: polymer functionalized nanoparticles","year":2020,"lang":"en","type":"article","venue":"","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polymer; Materials science; Nanoparticle; Nanocomposite; Liquid crystal; Mesogen; Polymer nanocomposite; Nanotechnology; Flexibility (engineering); Phase (matter); Chemical engineering; Liquid crystalline; Composite material; Organic chemistry; Chemistry; Optoelectronics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001141598,0.00009325461,0.0001102601,0.00001949157,0.00009871952,0.00008403624,0.0002227298,0.00001931906,0.02518632],"category_scores_gemma":[0.0001008218,0.00007372304,0.00003685391,0.0001653842,0.00007241705,0.0003320754,0.0001652829,0.00004466869,0.003703555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002645387,"about_ca_system_score_gemma":0.00004749889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000213203,"about_ca_topic_score_gemma":0.000002120321,"domain_scores_codex":[0.998722,0.00005630195,0.0001751792,0.0002692548,0.0004537271,0.0003235147],"domain_scores_gemma":[0.9994476,0.00005491333,0.00003159205,0.0001433399,0.00005647806,0.0002660178],"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":[0.0001532444,0.00003333177,0.0001511424,0.000009749678,0.000004840712,0.000006088856,0.00006537839,0.00001351058,0.9943103,0.00232626,0.002464361,0.0004618395],"study_design_scores_gemma":[0.0004845419,0.0001395925,0.0000799168,0.000003986378,0.000003123964,0.0000016723,0.00004952344,0.0001700079,0.9689893,0.000190967,0.02979237,0.00009499486],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827862,0.000346321,0.002147915,0.004346578,0.0001322007,0.0002042807,0.00001419541,0.0002333239,0.009788943],"genre_scores_gemma":[0.9911033,0.000005214449,0.002126746,0.003046023,0.00009194273,0.00003078964,0.000004602938,0.00001292827,0.003578486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02732801,"threshold_uncertainty_score":0.9970722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728470180978687,"score_gpt":0.2936705780594404,"score_spread":0.2563858762496535,"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."}}