{"id":"W1914567276","doi":"10.1039/c5sm00708a","title":"Disclination elastica model of loop collision and growth in confined nematic liquid crystals","year":2015,"lang":"en","type":"article","venue":"Soft Matter","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Basic Energy Sciences","keywords":"Disclination; Liquid crystal; Loop (graph theory); Collision; Materials science; Condensed matter physics; Physics; Optoelectronics; Computer science; 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":[0.0002009428,0.0004064452,0.0003943615,0.0006314336,0.0004214576,0.0004626733,0.001051742,0.0009006891,0.0008746173],"category_scores_gemma":[0.0005392113,0.0002394443,0.0004029597,0.0003231686,0.0008743198,0.000888176,0.0003793404,0.0004048861,0.0001420883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009319613,"about_ca_system_score_gemma":0.0004396803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003442852,"about_ca_topic_score_gemma":0.001692392,"domain_scores_codex":[0.9999003,0.00002203404,0.000004441989,0.00002082059,0.00003088449,0.00002149851],"domain_scores_gemma":[0.9998403,0.00005901211,0.00004591767,0.0000156092,0.00001898193,0.00002027362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008029203,0.00008698776,0.001647749,0.00008366936,0.00001648965,0.0004283346,0.0003562949,0.7649255,0.04008899,0.1830602,0.0004982256,0.008727415],"study_design_scores_gemma":[0.000002258797,0.000008710231,0.0001163007,0.000001849794,8.570641e-7,0.0000240016,0.000005935263,0.9950666,0.0006338838,0.003906556,0.0002284458,0.000004528005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4621699,0.001070913,0.5172468,0.0005810746,0.00005447497,0.0001189839,0.0001924618,0.0002827581,0.01828267],"genre_scores_gemma":[0.9681252,0.0003588753,0.02409052,0.0000638218,0.00002040657,0.0001491765,0.00006935551,0.00005260046,0.007070091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003442852,"threshold_uncertainty_score":0.006845653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03387490688172722,"score_gpt":0.3018668630865578,"score_spread":0.2679919562048306,"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."}}