{"id":"W4415137920","doi":"10.1002/smr.2760","title":"A Comprehensive Framework for Testing Goal‐Oriented NFPs in Software Product Lines","year":2025,"lang":"en","type":"article","venue":"Journal of Software Evolution and Process","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Software product line; Domain engineering; Domain (mathematical analysis); Quality (philosophy); Software development; Domain analysis; Product (mathematics); Consistency (knowledge bases)","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":[0.01714722,0.002144729,0.001030823,0.008374832,0.001528866,0.003997372,0.003878693,0.002707795,0.002171272],"category_scores_gemma":[0.03070877,0.001325871,0.003032572,0.002922059,0.00471181,0.00535451,0.004204857,0.002961988,0.0006277466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003143035,"about_ca_system_score_gemma":0.007849496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678766,"about_ca_topic_score_gemma":0.0145581,"domain_scores_codex":[0.9849041,0.007482446,0.001985863,0.001570644,0.003333357,0.0007236241],"domain_scores_gemma":[0.9725739,0.0166471,0.002593027,0.003199291,0.004306281,0.0006803611],"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":[0.0001135478,0.0009128178,0.01185953,0.001585511,0.0002439515,0.001860586,0.006262858,0.1795416,0.007077192,0.5301151,0.003023147,0.2574041],"study_design_scores_gemma":[0.0001303939,0.000554159,0.00351363,0.003438872,0.0002236085,0.001009501,0.001981294,0.6295458,0.007040576,0.3016118,0.05072058,0.0002297692],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007230031,0.0002597923,0.9865168,0.0004884438,0.00002327466,0.0006185117,0.0001534902,0.001602401,0.003107265],"genre_scores_gemma":[0.07422555,0.0002208767,0.9238906,0.0001106051,0.00001619116,0.0006906622,0.0003252423,0.0001045851,0.0004157608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01714722,"threshold_uncertainty_score":0.09068424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780435529002683,"score_gpt":0.3371360906745671,"score_spread":0.2993317353845403,"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."}}