{"id":"W1978061107","doi":"10.1145/1509239.1509259","title":"Concept analysis for product line requirements","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software product line; Modularity (biology); Product line; Formal concept analysis; Product (mathematics); Non-functional requirement; Quality (philosophy); Requirements engineering; Requirements elicitation; Software engineering; Software; Systems engineering; Software development; Engineering; Manufacturing engineering; Programming language; Software construction; Mathematics","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":[0.009378519,0.001711061,0.001027936,0.00761524,0.001584052,0.004773238,0.001925989,0.001296327,0.009246513],"category_scores_gemma":[0.02602381,0.0007776053,0.0027603,0.005625641,0.004415908,0.006898064,0.002091087,0.003191647,0.001974068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003487797,"about_ca_system_score_gemma":0.002977595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540216,"about_ca_topic_score_gemma":0.001432157,"domain_scores_codex":[0.9905036,0.004226976,0.0007562411,0.000816091,0.003469548,0.0002274275],"domain_scores_gemma":[0.9821087,0.01307917,0.001032728,0.001344158,0.002219518,0.0002156586],"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":[0.00002617184,0.00004252787,0.0004278384,0.0004149486,0.00004561656,0.0001814352,0.0007468213,0.01091257,0.001012131,0.9152285,0.002774679,0.06818666],"study_design_scores_gemma":[0.00003460672,0.00005060111,0.0003489503,0.0003068296,0.00002608628,0.0003219516,0.0005948115,0.1088776,0.001161226,0.8543049,0.03392397,0.0000484253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002359611,0.0005608359,0.9899982,0.0004565645,0.00004585007,0.0002207865,0.0001630555,0.0001641594,0.006030834],"genre_scores_gemma":[0.05805519,0.0006873369,0.937499,0.0002023972,0.0001186912,0.001109981,0.0006313436,0.00008943304,0.001606679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009378519,"threshold_uncertainty_score":0.04959893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09669166780407741,"score_gpt":0.3645174086303398,"score_spread":0.2678257408262624,"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."}}