{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001324258,0.0001386978,0.0001550829,0.0002119308,0.0001424483,0.00007151204,0.0003882939,0.00005605815,9.605833e-7],"category_scores_gemma":[0.0007694082,0.0001322618,0.00001808994,0.0003848609,0.00003749748,0.000532639,0.0003402108,0.0001753663,0.00001187499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005059521,"about_ca_system_score_gemma":0.00007396737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002953659,"about_ca_topic_score_gemma":0.0001590697,"domain_scores_codex":[0.9990289,0.00004653964,0.0001935788,0.0004373924,0.0001038061,0.0001897576],"domain_scores_gemma":[0.9986311,0.0007655408,0.00003683175,0.0004590519,0.00005799431,0.00004946782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002024215,0.00007977945,0.9389387,0.00001943042,0.00001065338,0.00004356708,0.002964292,0.00001040405,0.0002528995,0.008199662,0.0002835468,0.04919508],"study_design_scores_gemma":[0.0001581381,0.00002456791,0.9637195,0.0003701031,0.00000359334,0.000002134888,0.00004411671,0.001840047,0.001232142,0.03120633,0.00121866,0.0001806156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769291,0.002417456,0.01496889,0.001344837,0.000217655,0.00009006818,9.469045e-7,0.003091369,0.000939625],"genre_scores_gemma":[0.9614651,0.0008010564,0.03740539,0.0001984467,0.00002622771,0.00005702667,0.000001078791,0.000008112071,0.00003751786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04901447,"threshold_uncertainty_score":0.5393481,"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."}}