{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02726234,0.0003373514,0.0004700504,0.009180568,0.001774213,0.003976721,0.001012041,0.001003405,0.0006502331],"category_scores_gemma":[0.09277734,0.0006191027,0.0003657303,0.01045329,0.00174463,0.006183559,0.003640266,0.001218359,0.0001745648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002973421,"about_ca_system_score_gemma":0.004494762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003811404,"about_ca_topic_score_gemma":0.004848522,"domain_scores_codex":[0.9757683,0.01405747,0.00252352,0.001823155,0.004575486,0.001252068],"domain_scores_gemma":[0.8882204,0.08134819,0.0126739,0.004440386,0.01183375,0.001483326],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001166268,0.0002891793,0.3525911,0.0009246928,0.00007445106,0.0003397179,0.2399881,0.00214603,0.003112965,0.00543574,0.001072058,0.3939095],"study_design_scores_gemma":[0.00002650989,0.000797781,0.3540054,0.001621458,0.00006605497,0.001015258,0.5900015,0.009245344,0.006112027,0.006999568,0.02993741,0.0001717088],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803432,0.0009036426,0.01338923,0.000818074,0.00000845937,0.0001869964,0.00009582601,0.00002804391,0.004226629],"genre_scores_gemma":[0.9888782,0.00144093,0.008783679,0.0000718896,0.00000631484,0.0002258609,0.0001410365,0.00001166416,0.0004404236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9727377,"threshold_uncertainty_score":0.1441788,"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."}}