{"id":"W1564813932","doi":"10.1109/icnp.1993.340889","title":"A framework for interoperability testing of network protocols","year":2002,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interoperability; Computer science; Programming language; Protocol (science); Implementation; Formal specification; Relation (database); Interpretation (philosophy); Formal methods; Expressive power; Theoretical computer science; Data mining; World Wide Web","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":[0.000432572,0.00008603355,0.000152168,0.00002659963,0.00006805501,0.00005455271,0.000600664,0.00005444472,0.00001539553],"category_scores_gemma":[0.002774988,0.00006909862,0.00004962543,0.0003591287,0.00003689614,0.000114715,0.00016304,0.00008892154,0.00000412841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001405996,"about_ca_system_score_gemma":0.00001104315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001579742,"about_ca_topic_score_gemma":5.133296e-7,"domain_scores_codex":[0.999162,0.0000331679,0.0002398894,0.0002486122,0.000104426,0.0002119253],"domain_scores_gemma":[0.9976614,0.001464259,0.00009193883,0.0005820781,0.0001600133,0.00004031594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000120191,0.0003855444,0.1027259,0.0002626116,0.0000202958,0.000002498922,0.0008759936,0.0002032056,0.00008689449,0.173813,0.08716556,0.6344464],"study_design_scores_gemma":[0.0001161889,0.0004542833,0.0009575064,0.0004022528,0.000002019866,0.000007136804,0.000001123393,0.2840745,0.001072426,0.7115468,0.001209435,0.0001562253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005497939,0.00001325174,0.9889313,0.0001977287,0.00004789027,0.003546035,4.349856e-7,0.005406081,0.001307507],"genre_scores_gemma":[0.1506385,1.067084e-7,0.8463661,0.0001979205,0.00005672783,0.002689984,7.886337e-8,0.000005885176,0.00004470405],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6342902,"threshold_uncertainty_score":0.332212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.152364362992072,"score_gpt":0.3469682107810886,"score_spread":0.1946038477890166,"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."}}