{"id":"W160972433","doi":"","title":"Communications Enabled Applications: Building Value, not Monetising APIs","year":2010,"lang":"en","type":"article","venue":"The open source business resource","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Computer science; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0009022347,0.0003504037,0.000336025,0.0002059199,0.001838801,0.001672208,0.01344104,0.000159935,0.00002790161],"category_scores_gemma":[0.00002348374,0.0002751662,0.00009692131,0.002482041,0.0002401216,0.0006384416,0.005903888,0.0006205993,0.000133569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003174512,"about_ca_system_score_gemma":0.0001140501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001961704,"about_ca_topic_score_gemma":0.0006793764,"domain_scores_codex":[0.9973627,0.0002504921,0.0005056759,0.0007724069,0.0005240591,0.0005846172],"domain_scores_gemma":[0.9933268,0.0006500757,0.0003647695,0.005150357,0.0003311983,0.0001767643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001030101,0.0007039769,0.001418494,0.0002090083,0.00021601,0.00001194227,0.01373043,0.01206432,0.09312119,0.2807147,0.00178367,0.5959233],"study_design_scores_gemma":[0.0004684046,0.0000116211,0.002498945,0.00006162399,0.00003343866,0.00007587021,0.0003715029,0.03619196,0.001238845,0.00276933,0.9558531,0.0004253511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0313591,0.0006538433,0.9189239,0.02030285,0.000293133,0.002133689,0.000009549844,0.0007893061,0.02553463],"genre_scores_gemma":[0.8814515,0.00004183175,0.1047455,0.01127155,0.0005081415,0.0006416733,0.00004067596,0.00009576311,0.001203303],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9540694,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530813957114897,"score_gpt":0.2649795622334867,"score_spread":0.2496714226623378,"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."}}