{"id":"W2389797271","doi":"","title":"State-Based Class Testing Research","year":2002,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Computer science; System integration testing; Software reliability testing; Class (philosophy); Software performance testing; Non-regression testing; Software quality; Class diagram; State (computer science); Software engineering; Unit testing; Software construction; Software; Reliability engineering; Software development; Programming language; Unified Modeling Language; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002885943,0.000917887,0.0008245261,0.002437932,0.0007005131,0.002737025,0.002407882,0.001309419,0.004842605],"category_scores_gemma":[0.01339728,0.0005094092,0.001136572,0.002390695,0.003164329,0.006658468,0.001290188,0.002061226,0.0009724235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002707724,"about_ca_system_score_gemma":0.001408569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003987198,"about_ca_topic_score_gemma":0.001494166,"domain_scores_codex":[0.9955598,0.0009755839,0.0001953625,0.001051889,0.00196595,0.0002514219],"domain_scores_gemma":[0.9855773,0.008934893,0.0006874689,0.002214498,0.002284482,0.0003014028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007173293,0.0001547705,0.002211327,0.0002581328,0.00005759314,0.0000833287,0.0003345878,0.02373154,0.003640329,0.7074958,0.003122086,0.2588388],"study_design_scores_gemma":[0.00007760025,0.0002821601,0.001805504,0.0001981741,0.0001006546,0.0004565071,0.0001223783,0.3626447,0.01182561,0.5686135,0.05379187,0.00008133996],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02965298,0.009652391,0.905866,0.002188492,0.0006008463,0.0001658178,0.0001630807,0.001301551,0.05040881],"genre_scores_gemma":[0.7613212,0.01036905,0.2067683,0.0009945866,0.0009904149,0.0003299587,0.0004966104,0.000341552,0.01838828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004842605,"threshold_uncertainty_score":0.01964599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2452055670140409,"score_gpt":0.354585413518932,"score_spread":0.1093798465048911,"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."}}