{"id":"W4252711339","doi":"10.36227/techrxiv.12089139","title":"Automating Software Development using Artificial Intelligence","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; Software engineering; Software development; Development (topology); Artificial intelligence; Software; Programming language; Mathematics","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":[0.001376793,0.0006397689,0.0006228651,0.001038302,0.0005309402,0.002188732,0.0008388754,0.0007497483,0.001802344],"category_scores_gemma":[0.006351904,0.0005484837,0.0007811997,0.0009327563,0.0008546917,0.001638447,0.001257807,0.001301857,0.0006592916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008503218,"about_ca_system_score_gemma":0.001681676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00390441,"about_ca_topic_score_gemma":0.004012322,"domain_scores_codex":[0.9984052,0.0005402424,0.0001034974,0.0002735443,0.0005613857,0.0001160622],"domain_scores_gemma":[0.9969868,0.001893064,0.0001767615,0.0005388918,0.000356543,0.00004800146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001837771,0.0002711354,0.003668027,0.0005058738,0.00009922184,0.0002327457,0.0005205799,0.2420369,0.0293689,0.04596501,0.004525594,0.6726222],"study_design_scores_gemma":[0.00004588009,0.00009417538,0.001526086,0.00006152457,0.00004831247,0.0001294038,0.0001208088,0.8720024,0.02392918,0.07974465,0.02226356,0.00003409779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0480487,0.000856756,0.9290812,0.0009491785,0.000106233,0.0001497873,0.00007382329,0.005028668,0.01570562],"genre_scores_gemma":[0.3752812,0.0008875637,0.6181707,0.0001700448,0.0000465528,0.0001153521,0.0003035607,0.0002378028,0.004787114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00390441,"threshold_uncertainty_score":0.007763326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1051997259551537,"score_gpt":0.312988915841729,"score_spread":0.2077891898865752,"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."}}