{"id":"W4214761061","doi":"10.36227/techrxiv.12092259","title":"Junit framework for unit testing.pdf","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Unit testing; Computer science; Black-box testing; Java; Integration testing; Systems development life cycle; Software engineering; Task (project management); Software; Test (biology); Operating system; Software development; Systems engineering; Software development process; Software construction; Engineering","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":[0.0004133236,0.0002988265,0.0004177362,0.00007621395,0.000151481,0.0002848197,0.00210194,0.0004817985,0.00007670731],"category_scores_gemma":[0.001069339,0.0002431513,0.0001925061,0.0004311952,0.00004563798,0.0001460742,0.002011797,0.0007568542,0.0007697424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004609957,"about_ca_system_score_gemma":0.0004161593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006172294,"about_ca_topic_score_gemma":0.000002971802,"domain_scores_codex":[0.9980332,0.00005290706,0.0004272461,0.0008522253,0.000290341,0.0003441048],"domain_scores_gemma":[0.9969345,0.000899984,0.0002063355,0.001448269,0.0003397772,0.0001711193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006937461,0.0004656251,0.08297572,0.01039959,0.0004674974,0.00004788255,0.003951328,0.004076087,0.00006974248,0.5950233,0.05902882,0.2434251],"study_design_scores_gemma":[0.0003674459,0.0002876254,0.008498815,0.0008194233,0.00004225497,0.00001455565,0.00005334395,0.1850521,0.0005787139,0.7561527,0.04702103,0.001111954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002521041,0.00006432636,0.9846956,0.00299444,0.00248038,0.0008633294,0.000009211104,0.001020195,0.005351498],"genre_scores_gemma":[0.1259857,0.000008517244,0.8707035,0.001352931,0.0006513382,0.0002387616,0.00001796783,0.00002297013,0.001018325],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2423131,"threshold_uncertainty_score":0.9915422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008162975825529,"score_gpt":0.3184141569240305,"score_spread":0.2175978593414776,"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."}}