{"id":"W4237078454","doi":"10.1007/978-3-540-31484-4","title":"Web Engineering","year":2005,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Web application; World Wide Web; Software engineering; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006063538,0.0003342452,0.0002843016,0.0007704542,0.0001270905,0.0007010251,0.004665552,0.0001475094,0.00001379697],"category_scores_gemma":[0.00003512279,0.0003211312,0.00006878704,0.001174762,0.0001525088,0.0007050862,0.002165433,0.0004680346,0.0001528247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004485119,"about_ca_system_score_gemma":0.0007060108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005217559,"about_ca_topic_score_gemma":0.00002035422,"domain_scores_codex":[0.9972025,0.00001156868,0.000337666,0.001232438,0.0006655348,0.0005502814],"domain_scores_gemma":[0.9975408,0.0001646471,0.0001229231,0.001959638,0.00008432996,0.00012771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.105054e-7,0.00002956118,0.00000766232,0.00003132988,0.00000580829,0.00002218948,0.0001024235,0.09623055,0.00006567434,0.03070096,0.00141791,0.8713855],"study_design_scores_gemma":[0.0001100013,0.00002578967,0.00007735794,0.00008916215,0.000002967158,0.00001484411,1.467722e-8,0.8419498,0.0001440215,0.008079547,0.1491349,0.0003715333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000009450692,0.0002568313,0.9923524,0.000989988,0.0007813359,0.0002941062,0.00000521264,0.0002455879,0.005065103],"genre_scores_gemma":[0.008892098,0.00004968361,0.9872041,0.001443905,0.0008966095,0.00003628811,0.00001374066,0.00002546266,0.001438088],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.871014,"threshold_uncertainty_score":0.9999241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008761247307133398,"score_gpt":0.2207830414905201,"score_spread":0.2120217941833867,"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."}}