{"id":"W2043798993","doi":"10.1145/2629376","title":"The Requirements Problem for Adaptive Systems","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Management Information Systems","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"European Research Council","keywords":"Computer science; System requirements specification; System requirements; Non-functional requirement; Requirements engineering; Functional requirement; Software requirements specification; Risk analysis (engineering); Software engineering; Software system; Programming language; Software","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":[0.007328746,0.001245664,0.001119044,0.00139392,0.001963141,0.004996826,0.001891767,0.006340204,0.01329553],"category_scores_gemma":[0.03543614,0.0007659201,0.002086631,0.001571562,0.006922813,0.0107855,0.004876139,0.00794514,0.002569424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002620853,"about_ca_system_score_gemma":0.002391857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002170966,"about_ca_topic_score_gemma":0.001182529,"domain_scores_codex":[0.9856442,0.005657576,0.001716114,0.002482384,0.003787659,0.0007120622],"domain_scores_gemma":[0.9817355,0.01313379,0.001117655,0.001563833,0.002092521,0.0003567284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000264892,0.00002412423,0.0002322645,0.0002341967,0.00002427114,0.000205954,0.0005408336,0.005118164,0.000638352,0.9732849,0.004645569,0.0150249],"study_design_scores_gemma":[0.00004895481,0.0000399091,0.0002132326,0.0001099274,0.00002021758,0.0003969928,0.0003225704,0.01739216,0.0004273335,0.9174383,0.06356337,0.00002703462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01364362,0.003399546,0.8554664,0.02080029,0.0006492196,0.0005345859,0.0006105214,0.0003759248,0.1045199],"genre_scores_gemma":[0.4848642,0.005834684,0.4611008,0.006266338,0.002662373,0.002130274,0.001878468,0.0003820269,0.03488084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01329553,"threshold_uncertainty_score":0.044478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04816105562095262,"score_gpt":0.2793010140134126,"score_spread":0.2311399583924599,"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."}}