{"id":"W4388734666","doi":"10.4204/eptcs.396.2","title":"Contextual Refinement Types","year":2023,"lang":"en","type":"article","venue":"Electronic Proceedings in Theoretical Computer Science","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mathematical proof; sort; Extension (predicate logic); Computer science; Sorting; Theoretical computer science; Programming language; Mathematics; Information retrieval","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":[0.002979729,0.0002040056,0.0002385435,0.0004199744,0.0002815053,0.0005353881,0.002537288,0.00007093202,0.00001631656],"category_scores_gemma":[0.000154509,0.0001651033,0.00005647712,0.003528941,0.0009293042,0.0006273356,0.0009882399,0.0003422853,0.0002752238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378232,"about_ca_system_score_gemma":0.0002610118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000686021,"about_ca_topic_score_gemma":0.000003121675,"domain_scores_codex":[0.9965948,0.00002377215,0.0003402218,0.000891858,0.0007618098,0.001387525],"domain_scores_gemma":[0.9991385,0.00009289198,0.00008298657,0.0003240478,0.0001899965,0.000171561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004734229,0.00003439139,0.0002513003,0.00001065733,0.000003733483,0.000008189354,0.0005933588,0.00001048469,0.0003190511,0.972002,0.0002303434,0.02653174],"study_design_scores_gemma":[0.0004061718,0.0005611632,0.0007881167,0.00001306331,0.000002711228,0.00004850742,0.00003703974,0.2326599,0.002522927,0.7570882,0.005535491,0.0003366773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06287155,0.0002501654,0.8940917,0.0033874,0.00140879,0.0007340875,3.008822e-7,0.00165706,0.03559896],"genre_scores_gemma":[0.9965356,0.00001911322,0.002870119,0.0002904307,0.0001495086,0.00003921082,5.946933e-7,0.000009826167,0.00008562549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.933664,"threshold_uncertainty_score":0.6732717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127090374969492,"score_gpt":0.2507713428775514,"score_spread":0.2395004391278565,"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."}}