{"id":"W3025418661","doi":"10.48550/arxiv.1908.00093","title":"Aquarium: Cassiopea and Alewife Languages","year":2019,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Programming language; Syntax; Abstract syntax; Semantics (computer science); Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002638072,0.0002810075,0.0003351265,0.0001832553,0.00006268249,0.0000865656,0.00125466,0.0002510858,0.000007436956],"category_scores_gemma":[0.0002003614,0.0003090916,0.00008806041,0.0002388469,0.00008132403,0.0003190378,0.002790675,0.0005431671,0.00005158097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001027822,"about_ca_system_score_gemma":0.00008006724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005922146,"about_ca_topic_score_gemma":0.000004846218,"domain_scores_codex":[0.9984367,0.0001435833,0.0001215204,0.0009360189,0.00006438301,0.0002977757],"domain_scores_gemma":[0.9980059,0.0004904191,0.0001293154,0.001204277,0.00006142716,0.0001086902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007656463,0.00001690864,0.002074705,0.0001393996,0.00006509586,0.0004093731,0.000273784,0.951191,0.00006431343,0.04306547,0.000216029,0.00247627],"study_design_scores_gemma":[0.001491082,0.0002287124,0.01841334,0.0004870447,0.0001951258,0.00008352214,0.0004866899,0.7897869,0.0009747393,0.1815686,0.003228498,0.003055758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06252214,0.0004484335,0.9345118,0.00006486853,0.0007434297,0.0001707718,0.000007663421,0.0006227237,0.0009081753],"genre_scores_gemma":[0.9086561,0.0002769873,0.0884396,0.000059338,0.00005033986,3.751489e-7,0.000004789294,0.00002064725,0.002491871],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8461339,"threshold_uncertainty_score":0.9999361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0977053313023919,"score_gpt":0.2197044911834265,"score_spread":0.1219991598810346,"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."}}