{"id":"W2595359543","doi":"10.1088/2053-1583/aa62e8","title":"Mechanical instability driven self-assembly and architecturing of 2D materials","year":2017,"lang":"en","type":"article","venue":"2D Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Air Force Office of Scientific Research; Division of Civil, Mechanical and Manufacturing Innovation; Natural Sciences and Engineering Research Council of Canada; National Aeronautics and Space Administration","keywords":"Instability; Materials science; Geology; Mechanics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536191,0.0003122268,0.0002352361,0.0002752781,0.0003088824,0.0006509409,0.0004004457,0.0004939914,0.0007262013],"category_scores_gemma":[0.0002426952,0.0003088453,0.0002873928,0.0001881848,0.0005103705,0.0006826821,0.0003628831,0.0004286242,0.0003370914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002651466,"about_ca_system_score_gemma":0.0001627418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357515,"about_ca_topic_score_gemma":0.0004395428,"domain_scores_codex":[0.9998822,0.00001920557,0.000008280254,0.00003031441,0.00004099986,0.000019075],"domain_scores_gemma":[0.9999272,0.000026727,0.00001890969,0.00001225176,0.000008458398,0.000006465295],"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":[0.00002821859,0.00003911077,0.0006944878,0.0009919023,0.00003410252,0.0004644503,0.0003434467,0.009127542,0.8791302,0.06145912,0.001475761,0.0462117],"study_design_scores_gemma":[0.00002755931,0.0003251029,0.002599421,0.0001279147,0.00003581642,0.001289792,0.0001752526,0.04982106,0.8032808,0.02171031,0.1205067,0.0001002732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7036182,0.08645953,0.1547666,0.001086996,0.0008222967,0.0001929273,0.0004267411,0.0008405523,0.05178621],"genre_scores_gemma":[0.9138324,0.0264759,0.05175502,0.0003315246,0.0001654664,0.0001906662,0.0002323422,0.000109847,0.006906789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007262013,"threshold_uncertainty_score":0.002429366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133301804160177,"score_gpt":0.2352941653808401,"score_spread":0.2239611473392384,"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."}}