{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003480125,0.0001955776,0.0002933357,0.00004060938,0.0001044765,0.0002370797,0.00134712,0.0002849369,0.000003846111],"category_scores_gemma":[0.0009648611,0.0001610636,0.0001503986,0.0001925713,0.00001760706,0.0001201662,0.001913418,0.0004874349,0.00005828774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005101585,"about_ca_system_score_gemma":0.0001923428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009183997,"about_ca_topic_score_gemma":0.000001754879,"domain_scores_codex":[0.9984962,0.00002115616,0.000318176,0.0007126538,0.0001930999,0.0002587309],"domain_scores_gemma":[0.9980373,0.0006052842,0.0001489235,0.0009642366,0.0001465445,0.00009768886],"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":[0.00001974378,0.0001393823,0.1175814,0.008427362,0.0002123706,0.00002063698,0.002483789,0.00679681,0.0001756673,0.5194561,0.00323208,0.3414546],"study_design_scores_gemma":[0.0001657686,0.00009251979,0.009857882,0.0008113385,0.00001630987,0.000004106273,0.00001821711,0.4763322,0.0009056333,0.5061566,0.004956699,0.0006827386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00292376,0.0001216644,0.9905071,0.001602135,0.002133091,0.0005683115,0.000002372939,0.0010254,0.001116158],"genre_scores_gemma":[0.2515303,0.000002806332,0.7475247,0.0003559635,0.0004365699,0.0001020139,9.853105e-7,0.00001108758,0.00003556639],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4695354,"threshold_uncertainty_score":0.6567985,"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."}}