{"id":"W6979226034","doi":"","title":"Exploring Challenges in Test Mocking: Developer Questions and Insights from StackOverflow","year":2025,"lang":"en","type":"article","venue":"ArXiv.org","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Latent Dirichlet allocation; Popularity; Key (lock); Selection (genetic algorithm); Advice (programming); Test (biology); Topic model; Unit testing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0459899,0.0007984728,0.0005900647,0.00462854,0.003502854,0.00608386,0.00155689,0.002480053,0.001196019],"category_scores_gemma":[0.1731584,0.0008303121,0.0006199834,0.002208449,0.004354738,0.01131241,0.005389406,0.002751899,0.0004486895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003662201,"about_ca_system_score_gemma":0.002982899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00353864,"about_ca_topic_score_gemma":0.006808199,"domain_scores_codex":[0.9654119,0.02365401,0.001541151,0.002727251,0.005111669,0.001554022],"domain_scores_gemma":[0.7122222,0.2392591,0.01725806,0.007914318,0.01840176,0.004944553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001861386,0.0001761737,0.1535488,0.0005435928,0.00005056065,0.002020544,0.7187422,0.001609978,0.005520571,0.007668242,0.006596593,0.1033367],"study_design_scores_gemma":[0.00006149926,0.0005630139,0.1320952,0.001380972,0.0001158674,0.003221555,0.6799446,0.02418016,0.007441755,0.02750403,0.1231007,0.0003905828],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931797,0.001503528,0.04727744,0.01083069,0.0001229074,0.0001496113,0.0002582779,0.000408663,0.007651941],"genre_scores_gemma":[0.9837187,0.0004727706,0.01252557,0.0009555431,0.00007063479,0.0001063917,0.000235756,0.0002469088,0.001667641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0459899,"threshold_uncertainty_score":0.2432207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2000629914268613,"score_gpt":0.2878458370274345,"score_spread":0.08778284560057323,"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."}}