{"id":"W3042135000","doi":"","title":"Managing Information Systems Requirements Volatility in Development Projects: Mapping Research and Surveying Practices","year":2019,"lang":"en","type":"article","venue":"IEEE Conference Proceedings","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Volatility (finance); Information system; Computer science; Business; Risk analysis (engineering); Engineering; Finance","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002477134,0.0001383726,0.0001771037,0.0006793977,0.0001992783,0.001132412,0.0002464242,0.0001099995,0.00001464134],"category_scores_gemma":[0.0002583794,0.0001348166,0.000009375593,0.0007160113,0.00005866223,0.01114131,0.0001447742,0.0003338913,0.0001917032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106571,"about_ca_system_score_gemma":0.00008702363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000773149,"about_ca_topic_score_gemma":0.00004798232,"domain_scores_codex":[0.9984546,0.000005347591,0.0004975626,0.0002194584,0.0004430284,0.0003799676],"domain_scores_gemma":[0.9983798,0.0000284746,0.0006931117,0.00009151227,0.0007973117,0.000009804896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006179716,0.00003426876,0.9315606,0.002742009,0.00001829756,0.000001276039,0.00387392,0.000005704008,0.0009567969,0.04919317,0.0003853053,0.01116688],"study_design_scores_gemma":[0.002991958,0.00009304728,0.5514144,0.003371464,0.00001478849,0.00001427153,0.1127368,0.2242081,0.001367955,0.0072098,0.09521152,0.001365831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9365296,0.00002085848,0.0001615157,0.0002863903,0.0001984475,0.0007090494,4.412261e-7,0.0001009338,0.06199271],"genre_scores_gemma":[0.9994526,0.00002172499,0.0001022522,0.0001089674,0.00005096296,0.00008338026,0.000008448136,0.000006251695,0.0001654184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3801461,"threshold_uncertainty_score":0.9999045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145683344437343,"score_gpt":0.3143623909723597,"score_spread":0.1686790465350168,"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."}}