{"id":"W4213241976","doi":"10.1109/ms.2021.3133805","title":"AI-Driven Development Is Here: Should You Worry?","year":2022,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Worry; Computer science; Software development; Software engineering; Software; Psychology; Operating system","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":[0.02149778,0.001143385,0.00154991,0.001762277,0.005401041,0.01297695,0.002379977,0.01273393,0.01844105],"category_scores_gemma":[0.08190932,0.0005814435,0.0009057631,0.001660133,0.01131961,0.03249924,0.004681389,0.034871,0.01362488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002740672,"about_ca_system_score_gemma":0.008804598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005925567,"about_ca_topic_score_gemma":0.00872375,"domain_scores_codex":[0.9888487,0.004027194,0.0007582759,0.001132598,0.004185563,0.001047594],"domain_scores_gemma":[0.9159076,0.03558434,0.004025136,0.005171298,0.02906677,0.01024489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009025289,0.00011036,0.001890534,0.0006328692,0.00006058709,0.0002629392,0.001148483,0.0001296635,0.0003031305,0.03075507,0.8520545,0.1125616],"study_design_scores_gemma":[0.00006152246,0.000120806,0.001392639,0.002659809,0.00005990812,0.0009602432,0.005967804,0.00037788,0.0003452884,0.09531817,0.8926252,0.0001106201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003470702,0.0133338,0.001872513,0.9639807,0.01685628,0.00001571497,0.00004118168,0.0002347327,0.003317996],"genre_scores_gemma":[0.02214298,0.04628368,0.01017054,0.8555783,0.04176672,0.0001119381,0.0001997188,0.0005952787,0.02315092],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02149778,"threshold_uncertainty_score":0.1136925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04386800979763472,"score_gpt":0.2825543218158692,"score_spread":0.2386863120182345,"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."}}