{"id":"W4389540782","doi":"10.17118/11143/21140","title":"Fast and efficient singularization of glass microdevices usingspark-assisted chemical engraving","year":2023,"lang":"en","type":"article","venue":"","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; École de Technologie Supérieure","funders":"","keywords":"Engraving; SPARK (programming language); Materials science; Computer science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00007295154,0.00009073046,0.0001328871,0.00007593205,0.00002365801,0.00003112041,0.00005578949,0.0000610465,0.00002222432],"category_scores_gemma":[0.00002788932,0.00008126253,0.00002566482,0.0003163417,0.00003890488,0.00004113286,0.00003365358,0.00005380503,0.000009433205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001466679,"about_ca_system_score_gemma":0.000004195337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001516126,"about_ca_topic_score_gemma":0.000004044103,"domain_scores_codex":[0.9994543,0.000005984037,0.0001662772,0.000124368,0.00009739654,0.0001517138],"domain_scores_gemma":[0.9997498,0.00006241477,0.00001951222,0.00008494421,0.00003217474,0.00005120033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002038511,0.000009880709,0.0008837188,0.0001361352,0.00001749595,0.00000162014,0.0001538073,0.005371264,0.9911485,0.0003743532,0.00008215675,0.001819049],"study_design_scores_gemma":[0.0002197467,0.000008994241,0.009773529,0.00008175761,0.00002524856,0.000004038229,0.0002659736,0.562034,0.4270979,0.00003126033,0.0002856532,0.0001719357],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972844,0.0001247124,0.0008818402,0.00003024699,0.0001171369,0.00005721147,0.000004630191,0.0002449755,0.001254921],"genre_scores_gemma":[0.9983602,0.00001593219,0.001513436,0.00001628503,0.00002584903,0.000001701712,0.00001630997,0.00001610156,0.00003424759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5640506,"threshold_uncertainty_score":0.331379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015289437596225,"score_gpt":0.2099550905936769,"score_spread":0.1998021962177146,"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."}}