{"id":"W4210866930","doi":"10.36227/techrxiv.12094230","title":"Spring Framework for Testing","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":"Computer science; Java; Software engineering; Systems development life cycle; Web application; Model–view–controller; Java annotation; Programming language; Test case; Web application development; Operating system; Real time Java; Software; Software development; Software development process; Web service; Web development; User interface","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":[0.005849154,0.002427406,0.001703133,0.003025939,0.0008357761,0.003569411,0.005707528,0.001875177,0.04823168],"category_scores_gemma":[0.01050942,0.001585105,0.004076941,0.001503438,0.001631362,0.00326865,0.003685527,0.003851596,0.02165795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362485,"about_ca_system_score_gemma":0.002571745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004267264,"about_ca_topic_score_gemma":0.004060394,"domain_scores_codex":[0.9938639,0.001957202,0.0007722666,0.0006372552,0.002308761,0.0004605642],"domain_scores_gemma":[0.9943191,0.002657717,0.0003150968,0.00138353,0.001054295,0.0002702236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003511266,0.0004041001,0.002614586,0.002231939,0.0004012442,0.00119749,0.0006390393,0.06689227,0.009587419,0.5051826,0.1240414,0.2864568],"study_design_scores_gemma":[0.0001998191,0.0001788323,0.0009565216,0.0007432374,0.0001053511,0.001020633,0.000169105,0.197991,0.007914577,0.307137,0.4834478,0.0001361004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0008029735,0.000519662,0.9331595,0.0002918161,0.0001843231,0.0004451344,0.001646411,0.04952075,0.01342954],"genre_scores_gemma":[0.04498304,0.001310134,0.9005335,0.0005281801,0.0002579172,0.002598722,0.01135461,0.01585605,0.02257791],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04823168,"threshold_uncertainty_score":0.1613511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08354031868703325,"score_gpt":0.3085312663617896,"score_spread":0.2249909476747564,"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."}}