{"id":"W2094303041","doi":"10.1109/re.2010.44","title":"Requirements Determination is Unstoppable: An Experience Report","year":2010,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Focus (optics); Process (computing); Computer science; Software engineering; Requirements elicitation; Requirements engineering; Software; Engineering; Engineering management; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03713609,0.001295515,0.0008286605,0.001614154,0.007030766,0.004752874,0.002070505,0.002957539,0.003301647],"category_scores_gemma":[0.1060133,0.0009705302,0.0005781265,0.002149603,0.008173157,0.006839141,0.005382627,0.004118833,0.001570618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002860198,"about_ca_system_score_gemma":0.004033158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266869,"about_ca_topic_score_gemma":0.006821554,"domain_scores_codex":[0.9522789,0.03173202,0.001831791,0.00182874,0.01024208,0.002086548],"domain_scores_gemma":[0.9119402,0.06575421,0.003238003,0.003876544,0.01208438,0.003106658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001540116,0.0007730466,0.004786381,0.0005990179,0.0000250835,0.006082872,0.8696188,0.0003926107,0.0126624,0.004899979,0.006249174,0.09375668],"study_design_scores_gemma":[0.00004367278,0.001504531,0.007856972,0.0006081805,0.00006081915,0.01555363,0.7584863,0.003439101,0.01557236,0.003325425,0.1932659,0.0002831291],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247609,0.001913719,0.02869016,0.008950161,0.0002725202,0.0003450055,0.00008659175,0.0004890454,0.03449194],"genre_scores_gemma":[0.9726354,0.001802734,0.01021595,0.001738229,0.00008298898,0.0001555296,0.0001066875,0.0003491445,0.01291325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03713609,"threshold_uncertainty_score":0.1963968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03555206012098259,"score_gpt":0.3463870561952624,"score_spread":0.3108349960742798,"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."}}