{"id":"W1975157940","doi":"10.1002/cphc.201301054","title":"Nanoparticle Doping in Nematic Liquid Crystals: Distinction between Surface and Bulk Effects by Numerical Simulations","year":2014,"lang":"en","type":"article","venue":"ChemPhysChem","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Liquid crystal; Doping; Nanoparticle; Materials science; Chemical physics; Nanotechnology; Chemical engineering; Condensed matter physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004084039,0.0001534897,0.0002532434,0.00003077355,0.000117023,0.00008637051,0.0001494568,0.00005134352,0.0000591297],"category_scores_gemma":[0.0007565313,0.0001468658,0.00002311146,0.0002313691,0.00009418563,0.0003870101,0.0001645555,0.0001068146,0.00005754695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018145,"about_ca_system_score_gemma":0.00002772579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003246447,"about_ca_topic_score_gemma":0.000002672839,"domain_scores_codex":[0.9984691,0.0001290316,0.0002855357,0.0003566344,0.0003239839,0.0004357488],"domain_scores_gemma":[0.9988181,0.0006267927,0.00008299903,0.0002469405,0.00004305198,0.0001820936],"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":[0.0000359131,0.00005764906,0.002128339,0.0001670717,0.000003576117,0.000001016673,0.0001192092,0.0006343737,0.9964787,0.00003387864,0.00008251867,0.000257791],"study_design_scores_gemma":[0.0006819546,0.0001925206,0.0007492006,0.00009387052,0.000007722806,7.596946e-7,0.00002269022,0.007958098,0.9890594,0.0003911744,0.0006683424,0.0001742808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920542,0.00008317509,0.007077973,0.0002012947,0.00005159311,0.0003035415,0.00001079929,0.00006985504,0.0001475912],"genre_scores_gemma":[0.9986099,0.000002832999,0.001149941,0.0000385956,0.00005640988,0.00002373693,0.00001765404,0.00002105739,0.00007988077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007419278,"threshold_uncertainty_score":0.5989016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735890484623009,"score_gpt":0.2966603623274798,"score_spread":0.2793014574812497,"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."}}