{"id":"W4225429114","doi":"10.3390/nano12091555","title":"Complex Nanowrinkling in Chiral Liquid Crystal Surfaces: From Shaping Mechanisms to Geometric Statistics","year":2022,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crystal (programming language); Materials science; Statistics; Geometry; Crystallography; Mathematics; Computer science; Chemistry","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":[0.0001816083,0.0002066627,0.0002996726,0.0002925634,0.000298743,0.001021844,0.0004207569,0.0007186271,0.0009726742],"category_scores_gemma":[0.0005383349,0.0002015642,0.000341524,0.0002142406,0.001083841,0.0007416653,0.0003835343,0.0003386149,0.0001421872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005863198,"about_ca_system_score_gemma":0.0003979287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443546,"about_ca_topic_score_gemma":0.0009768044,"domain_scores_codex":[0.9999046,0.00001942169,0.000003826673,0.00001460813,0.00003640702,0.00002121198],"domain_scores_gemma":[0.9998358,0.00006371259,0.00003694784,0.00002089467,0.000022013,0.00002056994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003787892,0.00007163746,0.0009808691,0.00009291872,0.0000155561,0.0002940241,0.0001627113,0.7437299,0.08013383,0.1669005,0.0004220802,0.007158013],"study_design_scores_gemma":[0.000006768221,0.00001449971,0.0001982555,0.000003152147,0.000001556977,0.0000278833,0.00001818473,0.9851731,0.003348068,0.01082573,0.0003723951,0.00001050131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6608784,0.000469594,0.317777,0.0005289734,0.00005044862,0.00005702372,0.0001336884,0.0002627729,0.01984218],"genre_scores_gemma":[0.9827204,0.0003052368,0.01443912,0.00004858743,0.00001115698,0.00004218935,0.00004333672,0.0000438479,0.002346206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001443546,"threshold_uncertainty_score":0.004254043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943281610014867,"score_gpt":0.243271915646246,"score_spread":0.2138390995460974,"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."}}