{"id":"W4248094721","doi":"10.1002/ange.201709528","title":"Non‐Uniform Optical Inscription of Actuation Domains in a Liquid Crystal Polymer of Uniaxial Orientation: An Approach to Complex and Programmable Shape Changes","year":2017,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Morphing; Materials science; Liquid crystal; Polymer; Orientation (vector space); Shape change; Polymerization; Monomer; Crystal (programming language); Chemical physics; Composite material; Optics; Optoelectronics; Geometry; Computer science; Chemistry; Physics","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":[0.0000934627,0.00009566903,0.0001786956,0.00005244381,0.00004044325,0.00002390951,0.00008782768,0.00006567481,0.00001187086],"category_scores_gemma":[0.00001262323,0.0000953292,0.00001372096,0.00005261246,0.0000364546,0.0002195943,0.0000421826,0.00003897499,2.501168e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002707476,"about_ca_system_score_gemma":0.00000961188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003015936,"about_ca_topic_score_gemma":0.00005708496,"domain_scores_codex":[0.999482,0.000002268442,0.000153979,0.0001227926,0.00009553925,0.0001433616],"domain_scores_gemma":[0.9996543,0.00000431048,0.00006063204,0.0001796924,0.00003829835,0.00006277456],"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":[0.0001088823,0.00005188257,0.00002408602,0.0001514762,0.000007092727,5.630043e-7,0.0007809974,0.00007901421,0.9962908,0.0006980668,0.000004912589,0.001802227],"study_design_scores_gemma":[0.0005986824,0.0001972386,0.0008940669,0.0000327269,0.00001124924,0.000002561183,0.0002425878,0.001908225,0.9957315,0.00009278523,0.0001845889,0.0001037639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931079,0.00002685193,0.005125653,0.00002313865,0.00007504105,0.0002311056,0.00002625588,0.00002454728,0.001359487],"genre_scores_gemma":[0.9926934,0.00003988777,0.007052081,0.000009741963,0.00006866918,0.00003623556,0.00007306116,0.00001595896,0.00001095074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001926428,"threshold_uncertainty_score":0.3887412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983032677272304,"score_gpt":0.2646737802412725,"score_spread":0.2348434534685495,"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."}}