{"id":"W2791133414","doi":"10.1039/c7sm02233f","title":"Defect formation dynamics in curved elastic surface crystals","year":2018,"lang":"en","type":"article","venue":"Soft Matter","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Topological defect; Condensed matter physics; Materials science; Nucleation; Phase transition; Thermal fluctuations; Liquid crystal; Physics; Surface (topology); Geometry","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":[0.0001007079,0.0001409645,0.0001522432,0.0004278155,0.0003188034,0.0003953013,0.0003039417,0.0003528382,0.0005307301],"category_scores_gemma":[0.0004776325,0.0001141879,0.0001503997,0.000197696,0.0007468716,0.0004267976,0.0003468299,0.0003175875,0.00008000404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005006314,"about_ca_system_score_gemma":0.0002331759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520021,"about_ca_topic_score_gemma":0.0009626692,"domain_scores_codex":[0.9999328,0.00001040244,0.000003503911,0.00001275067,0.00002251287,0.00001813856],"domain_scores_gemma":[0.999746,0.00006682456,0.0000845404,0.00002764008,0.0000444012,0.00003057036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003085869,0.0002647786,0.01644141,0.000164012,0.00005535546,0.0009963873,0.0008481849,0.1414082,0.7259669,0.09897155,0.00069372,0.01388081],"study_design_scores_gemma":[0.0000345847,0.0001581824,0.009114198,0.000007216266,0.00000997548,0.0003017143,0.0002242101,0.878864,0.09626679,0.01426923,0.0007074497,0.00004248732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954773,0.00006083418,0.003562765,0.00004192584,0.000004126062,0.000005863792,0.00002573885,0.00004305311,0.0007784871],"genre_scores_gemma":[0.9984829,0.00003154755,0.001220323,0.000005911773,0.000001294703,0.000006324516,0.00002420122,0.000006978151,0.000220582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001520021,"threshold_uncertainty_score":0.003632367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004763364534385493,"score_gpt":0.2191029771732251,"score_spread":0.2143396126388396,"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."}}