{"id":"W27932991","doi":"10.17705/1cais.01214","title":"Web Engineering: An Assessment of Empirical Research","year":2003,"lang":"en","type":"article","venue":"Communications of the Association for Information Systems","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"TD Bank Group","funders":"","keywords":"Web engineering; Popularity; Web modeling; Web standards; World Wide Web; Computer science; Web development; Web design; Web intelligence; Process (computing); Web application security; Engineering; The Internet; Political science","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":["metaresearch"],"category_scores_codex":[0.2809374,0.001768828,0.002584396,0.08722523,0.004548939,0.02372169,0.003916018,0.003272566,0.005663661],"category_scores_gemma":[0.5691727,0.001656339,0.002519802,0.07167127,0.0188815,0.02619455,0.01046117,0.003708939,0.001354575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01345902,"about_ca_system_score_gemma":0.01788941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040909,"about_ca_topic_score_gemma":0.005600864,"domain_scores_codex":[0.7468485,0.108775,0.0314385,0.00884551,0.1009942,0.003098368],"domain_scores_gemma":[0.1617432,0.6811391,0.03389032,0.01995913,0.09958082,0.003687419],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005685539,0.00127243,0.3511274,0.02920692,0.001959429,0.0006743312,0.01662704,0.003670282,0.001038547,0.1244866,0.01635459,0.453014],"study_design_scores_gemma":[0.0003620566,0.001975972,0.4577985,0.1005434,0.002863955,0.002318461,0.08565186,0.01463934,0.003172886,0.1195434,0.2105947,0.0005355327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2530971,0.4869621,0.05905307,0.05313498,0.001974017,0.004206547,0.004922113,0.0005706096,0.1360795],"genre_scores_gemma":[0.7740338,0.1661194,0.04376914,0.005517685,0.001298551,0.003063452,0.003337271,0.0004095134,0.002451209],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7190626,"threshold_uncertainty_score":0.8867322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056567323746012,"score_gpt":0.422556906204072,"score_spread":0.3169001738294708,"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."}}