{"id":"W2063425142","doi":"10.1145/1968587.1968598","title":"Information systems in distributed environments","year":2011,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovation, Science and Economic Development Canada","keywords":"Software deployment; Context (archaeology); Information system; Computer science; Focus (optics); Systems engineering; Engineering management; Engineering; Software engineering; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001273496,0.0001930446,0.0001650089,0.0002078881,0.00004350809,0.00008113571,0.001100068,0.00008915487,0.000006282838],"category_scores_gemma":[0.002019489,0.0001872197,0.00003893225,0.0004367429,0.000008778791,0.00107906,0.0003690324,0.0001674039,0.0000929231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004785357,"about_ca_system_score_gemma":0.00001578883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003673097,"about_ca_topic_score_gemma":0.000008968183,"domain_scores_codex":[0.9989397,0.00001822353,0.0002993531,0.000185369,0.0002263001,0.0003310354],"domain_scores_gemma":[0.9966549,0.002454355,0.00007743258,0.00070264,0.00001973945,0.00009097451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003131395,0.0002454114,0.8875175,0.0006235979,0.0001020965,0.00006584936,0.0293346,0.03647023,0.001431386,0.01377149,0.00009937127,0.03030716],"study_design_scores_gemma":[0.0007293468,0.0001101492,0.9672289,0.000227302,0.00001273043,0.00003151753,0.0001228285,0.00765282,0.005506304,0.0001409121,0.01749828,0.0007389031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2809321,0.000349375,0.7167999,0.00006803717,0.0008122972,0.0002808657,0.00002902654,0.000711942,0.00001650847],"genre_scores_gemma":[0.9740431,0.000009016694,0.02567001,0.0001371287,0.00003152178,0.00003835724,0.00005775741,0.00001127682,0.000001873651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6931109,"threshold_uncertainty_score":0.7634597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047322722503848,"score_gpt":0.1836818852612788,"score_spread":0.1732086580362403,"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."}}