{"id":"W4406840596","doi":"10.48550/arxiv.2501.14043","title":"Interaction energies in nematic liquid crystal suspensions","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Mathematisches Forschungsinstitut Oberwolfach; McMaster University; Agence Nationale de la Recherche; National Science Foundation","keywords":"Liquid crystal; Physics; Coulomb; Energy (signal processing); Scaling; Mathematical physics; Anchoring; Combinatorics; Condensed matter physics; Quantum mechanics; Mathematics; Geometry; Electron","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004951065,0.0004626935,0.0003816677,0.001377533,0.0008530681,0.001209723,0.001011486,0.0006268623,0.002446123],"category_scores_gemma":[0.00241153,0.0002641495,0.0003158434,0.0003257456,0.001393656,0.001035318,0.001911531,0.001061289,0.0004084397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295811,"about_ca_system_score_gemma":0.0004639233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760186,"about_ca_topic_score_gemma":0.001624486,"domain_scores_codex":[0.9997292,0.00006407315,0.00001261105,0.00004654158,0.00008524112,0.00006230909],"domain_scores_gemma":[0.9989706,0.0004970485,0.000176797,0.00004383165,0.0001366458,0.0001750321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000188633,0.0001754228,0.001771908,0.0002079095,0.00003912786,0.0005395339,0.0004008412,0.1153138,0.04056796,0.8269147,0.002398024,0.01148216],"study_design_scores_gemma":[0.00001908438,0.00005298715,0.001583742,0.00003766652,0.00001535689,0.0001391226,0.0001137115,0.827724,0.006478247,0.1620671,0.001729253,0.00003968797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7162769,0.001692366,0.1984678,0.002163797,0.0002145311,0.00004981959,0.000228006,0.0005309894,0.08037584],"genre_scores_gemma":[0.981039,0.0003278432,0.009119486,0.0001347095,0.00007763084,0.000050302,0.0001216388,0.0001101709,0.00901922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002446123,"threshold_uncertainty_score":0.009401739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015973346557941,"score_gpt":0.3697773846177065,"score_spread":0.2681800499619125,"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."}}