{"id":"W2055712633","doi":"10.1145/1596486.1596491","title":"ESC4","year":2009,"lang":"en","type":"article","venue":"","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Programming language; Runtime verification; Gas meter prover; Java; Model checking; Component (thermodynamics); Code generation; Assertion; Static analysis; Code (set theory); Eclipse; Formal verification; Operating system; Set (abstract data type); Mathematical proof; Key (lock)","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":[0.00009406522,0.00004144175,0.00005035991,0.00002078618,0.00003566379,0.00009605425,0.00033944,0.0000215947,0.00002059523],"category_scores_gemma":[0.000005337602,0.00002899041,0.00002499552,0.0001146919,0.000005562824,0.0001433721,0.00002732517,0.00002779825,0.0003961521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006195643,"about_ca_system_score_gemma":0.00001049124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738092,"about_ca_topic_score_gemma":0.000003116796,"domain_scores_codex":[0.9995775,0.00001103973,0.00006619762,0.000128205,0.00009053521,0.0001265843],"domain_scores_gemma":[0.9996752,0.000006938841,0.00001570595,0.0002433068,0.00001787553,0.00004097344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.460269e-7,0.00001282396,0.00009343072,5.256598e-7,8.529867e-7,0.0000042359,0.00007768215,5.803618e-7,0.00005543884,0.8862055,0.002421656,0.1111271],"study_design_scores_gemma":[0.0003496791,0.0003855965,0.007038633,0.000001172352,0.000002268264,0.00005258179,0.0000305434,0.007260286,0.002936341,0.4746144,0.5070102,0.0003183344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002574493,0.0000543875,0.7606043,0.0007497407,0.000199189,0.00004261471,7.115559e-9,0.0002450371,0.2378473],"genre_scores_gemma":[0.9855338,0.000001299762,0.008474315,0.0007420983,0.0000594082,0.000001035594,1.601437e-7,9.23344e-7,0.005186921],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9852764,"threshold_uncertainty_score":0.5091866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151900949278271,"score_gpt":0.2456110301291992,"score_spread":0.2240920206364165,"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."}}