{"id":"W3081326323","doi":"10.1080/23746149.2020.1806728","title":"Theory and simulation of objects in liquid crystals","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anisotropy; Colloidal particle; Liquid crystal; Colloid; Photonic crystal; Nanoscopic scale; Nanotechnology; Materials science; Ideal (ethics); Colloidal crystal; Photonics; Chemical physics; Optics; Physics; Optoelectronics; Chemical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003217669,0.00008297223,0.0001710822,0.00003067329,0.00001586544,0.0000106992,0.0001374865,0.00001895046,0.00003186447],"category_scores_gemma":[0.0004386461,0.00007987405,0.00001364989,0.00026216,0.0001123817,0.0008923413,0.0001283918,0.00007349998,0.000007107353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000291608,"about_ca_system_score_gemma":0.00002856795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004023434,"about_ca_topic_score_gemma":0.000008552248,"domain_scores_codex":[0.9989903,0.0001256984,0.0002192442,0.0002239494,0.0002382343,0.0002025738],"domain_scores_gemma":[0.9993451,0.0003656452,0.00008102165,0.0001174167,0.00003711374,0.00005374483],"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":[0.0008432593,0.00006893073,0.0006534195,0.0001695185,0.000001590741,0.00000743741,0.001465859,0.1606891,0.8202624,0.009046171,0.000001026714,0.006791355],"study_design_scores_gemma":[0.001332813,0.0007536231,0.0003123293,0.0001737304,0.000003352336,2.743463e-7,0.0005909444,0.0124613,0.7994388,0.1838427,0.0008408696,0.0002493553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985432,0.001122855,0.01179816,0.0000369787,0.00005269161,0.0002341732,0.00001401383,0.00001612784,0.00129295],"genre_scores_gemma":[0.9987546,0.0002211659,0.0008499689,0.0000951962,0.00004804274,0.00001342883,0.000002323799,0.000009247482,0.000006063948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747965,"threshold_uncertainty_score":0.3257169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068077010883587,"score_gpt":0.3342521912201203,"score_spread":0.3135714211112845,"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."}}