{"id":"W3155415349","doi":"10.1002/adem.202100048","title":"Benchtop One‐to‐One Nanocontact Replication Across Length Scales from 100 nm to 10 cm via Ambient Polycarbonate Molding","year":2021,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Polycarbonate; Molding (decorative); Crystallization; Polymer; Replication (statistics); Nanotechnology; Polydimethylsiloxane; Recrystallization (geology); Lithography; Composite material; Scanning electron microscope; Chemical engineering; Optoelectronics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002188968,0.0003390114,0.000458882,0.0001796893,0.00007084213,0.0001411779,0.0002844764,0.000133827,0.0002160333],"category_scores_gemma":[0.0001226412,0.0004221761,0.0000856598,0.0006007598,0.0000106557,0.0002515067,0.0001147268,0.0001042855,0.00008208771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564651,"about_ca_system_score_gemma":0.000009886553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006451177,"about_ca_topic_score_gemma":0.000009461067,"domain_scores_codex":[0.9980316,0.00002550012,0.0005637413,0.0006018447,0.0002459674,0.0005313575],"domain_scores_gemma":[0.9985395,0.00006154806,0.00006224155,0.0009809489,0.0001144488,0.0002413082],"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":[0.00001731732,0.0000305909,0.00001980112,0.00006526506,0.00005662162,0.000004189475,0.0002146768,0.01726903,0.9691579,0.0002838167,0.00007496566,0.0128058],"study_design_scores_gemma":[0.0002220421,0.00003804832,0.007072941,0.00019611,0.00001635563,0.000003536496,0.0000188554,0.0007374789,0.9777857,0.0001726586,0.01324818,0.0004880964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8744816,0.0003551752,0.1216743,0.0001606782,0.0006544927,0.0004871111,0.000215997,0.001821209,0.0001494675],"genre_scores_gemma":[0.9266434,0.0001399636,0.07219979,0.0001140812,0.00016551,0.0003785071,0.0001684085,0.0001126452,0.00007764009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05216188,"threshold_uncertainty_score":0.999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044884212115688,"score_gpt":0.2502057996853438,"score_spread":0.2397569575641869,"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."}}