{"id":"W2067362501","doi":"10.1103/physrevlett.95.127802","title":"Texture Rules for Concentrated Filled Nematics","year":2005,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polygon (computer graphics); Texture (cosmology); Liquid crystal; Materials science; Condensed matter physics; Fiber; Stability (learning theory); Physics; Geometry; Mathematics; Composite material; Computer science; Image (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009670675,0.00009149191,0.0001874834,0.0004461484,0.0002956694,0.0008215318,0.0003633879,0.0003942348,0.001523159],"category_scores_gemma":[0.0006055405,0.0001249572,0.0001617238,0.0001385859,0.0007334013,0.0004630781,0.0002346407,0.0002161628,0.0001309064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452394,"about_ca_system_score_gemma":0.0001600495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008754711,"about_ca_topic_score_gemma":0.0008042958,"domain_scores_codex":[0.9999213,0.000008469043,0.00000411489,0.00001135505,0.00004099916,0.00001365324],"domain_scores_gemma":[0.9998296,0.00004167678,0.00003162054,0.00001861817,0.00004528971,0.00003316362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001933522,0.00008878383,0.003798775,0.0001276725,0.00002594926,0.001177764,0.0003593075,0.1335891,0.161912,0.6801648,0.001938094,0.01662428],"study_design_scores_gemma":[0.00008343679,0.00005224,0.00261044,0.00001757301,0.000007807934,0.0004962798,0.0001150208,0.805079,0.01363898,0.1759617,0.001907993,0.00002952312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546916,0.0001463404,0.03207966,0.0001466342,0.00003243036,0.00002893966,0.00008695889,0.0001006321,0.01268675],"genre_scores_gemma":[0.9949949,0.0000396463,0.003817067,0.00001746081,0.000007631766,0.00001564641,0.00003151052,0.00001895044,0.001057234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001523159,"threshold_uncertainty_score":0.005095482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812664143483959,"score_gpt":0.3542287296046529,"score_spread":0.3261020881698133,"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."}}