{"id":"W2582171384","doi":"10.3390/mi8010029","title":"Glass Imprint Templates by Spark Assisted Chemical Engraving for Microfabrication by Hot Embossing","year":2017,"lang":"en","type":"article","venue":"Micromachines","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfabrication; Embossing; Template; Fabrication; Materials science; Rapid prototyping; Polycarbonate; Microelectromechanical systems; Engraving; SPARK (programming language); Nanotechnology; Computer science; Engineering drawing; Composite material; Engineering","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":[0.0001649229,0.0002372475,0.0002354451,0.00008072655,0.0003611166,0.0003224081,0.0004383796,0.0001393841,0.00001663643],"category_scores_gemma":[0.00005446635,0.0002341134,0.000131377,0.00007876548,0.00008062964,0.0001848591,0.00004904091,0.0001352978,0.000008291805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005486719,"about_ca_system_score_gemma":0.000008509971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000739689,"about_ca_topic_score_gemma":0.000003295091,"domain_scores_codex":[0.9990316,0.00001478526,0.0002954977,0.000285131,0.00008701838,0.0002859893],"domain_scores_gemma":[0.9991614,0.00005808743,0.0001356618,0.0005007976,0.00006126181,0.00008274292],"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":[0.000006565135,0.000032432,0.002623619,0.00005375217,0.00003283172,2.477431e-7,0.00004807135,5.513873e-7,0.933384,0.00003732729,0.04276023,0.02102037],"study_design_scores_gemma":[0.0003586726,0.00001431911,0.008989549,0.00004220099,0.000026906,0.00001071777,0.000008051465,0.001609087,0.9042323,0.0002059849,0.0841605,0.0003416915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245715,0.001674797,0.0705047,0.0003479288,0.0002359446,0.0004691364,0.0002340169,0.0009880259,0.0009739171],"genre_scores_gemma":[0.979124,0.00005907347,0.02008311,0.00004858552,0.00007940122,0.0001114319,0.0002238749,0.0000590119,0.0002115388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05455244,"threshold_uncertainty_score":0.9546869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005279572293301,"score_gpt":0.2579630754568582,"score_spread":0.2479102797339252,"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."}}