{"id":"W2494841366","doi":"10.4018/978-1-60960-581-0.ch001","title":"Towards a Characterization of the Developmental Environment of Web Applications and its Business Implications","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Characterization (materials science); Computer science; World Wide Web; Social Semantic Web; Knowledge management; Semantic Web; Data science; Web engineering; Web intelligence; Web development; Web service; Nanotechnology","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":[],"consensus_categories":[],"category_scores_codex":[0.0000733186,0.0001872778,0.0002020744,0.00005318232,0.00009620647,0.00002955459,0.000931517,0.0001000341,0.00001174713],"category_scores_gemma":[0.000002184798,0.0001572818,0.00005346875,0.00006296091,0.0000956185,0.00008727288,0.0009509052,0.00005983581,0.00002329598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008581523,"about_ca_system_score_gemma":0.0001905867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001466105,"about_ca_topic_score_gemma":0.000005429377,"domain_scores_codex":[0.9989078,0.000008469636,0.0003858141,0.0003767357,0.0002067608,0.0001144022],"domain_scores_gemma":[0.9986494,0.00000645838,0.0004150639,0.0007966654,0.00008187335,0.00005054113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001169205,0.0000213819,0.00002132568,0.00003528747,0.00002985432,8.33712e-8,0.00002917038,2.610437e-7,0.002119797,0.971724,0.00003872874,0.02597896],"study_design_scores_gemma":[0.000567003,0.00005034533,0.08794589,0.0002291772,0.0002229714,0.00004329229,0.000008705398,0.0002051345,0.003753959,0.4376075,0.4684874,0.0008786622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005624046,0.0001063675,0.1907669,0.0003536309,0.00006078104,0.001627836,0.0008945551,0.00005058988,0.8055769],"genre_scores_gemma":[0.9601571,0.0003001757,0.01936926,0.0003494758,0.00008506836,0.0009530503,0.0001195363,0.00004723156,0.0186191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9595947,"threshold_uncertainty_score":0.6413766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019744333633291,"score_gpt":0.2078890176809269,"score_spread":0.1876915743445939,"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."}}