{"id":"W4312945154","doi":"10.1145/3524610.3527924","title":"LAMNER","year":2022,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Programming language; Code (set theory); Abstract syntax tree; Semantics (computer science); Security token; Source code; Code generation; Theoretical computer science; Parsing","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":[0.001341923,0.001067249,0.0006376976,0.002065169,0.001594941,0.003546237,0.001923239,0.001976386,0.3133181],"category_scores_gemma":[0.005025042,0.0005972938,0.0008255497,0.001249935,0.0006465997,0.003887991,0.003317246,0.001844685,0.2748147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325465,"about_ca_system_score_gemma":0.001973886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814276,"about_ca_topic_score_gemma":0.003681367,"domain_scores_codex":[0.998408,0.0002547686,0.0001077819,0.0004667632,0.0006050804,0.0001576053],"domain_scores_gemma":[0.9973547,0.0004168196,0.000119311,0.0008531627,0.0009426914,0.0003132498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003392614,0.0001199876,0.001491376,0.000507417,0.00002895533,0.0005336476,0.0004147139,0.00180531,0.007957395,0.05239279,0.4427493,0.4916598],"study_design_scores_gemma":[0.0000285142,0.00003022046,0.0004477035,0.0001019988,0.00001210679,0.0003847835,0.0001173546,0.003894825,0.005389379,0.01295564,0.9766028,0.00003461956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008561998,0.00226341,0.2099138,0.006760494,0.003631804,0.0005419157,0.01453894,0.06962749,0.6841602],"genre_scores_gemma":[0.07412875,0.001960679,0.1079303,0.002896303,0.0006557794,0.000511956,0.03282247,0.01358873,0.7655051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3133181,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532189364444492,"score_gpt":0.2483791943174558,"score_spread":0.2330573006730108,"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."}}