{"id":"W1831729475","doi":"","title":"Hands-on OSGi tools in a day","year":2011,"lang":"en","type":"article","venue":"Conference of the Centre for Advanced Studies on Collaborative Research","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Computer science; Java; Plug-in; Software engineering; Devices Profile for Web Services; Eclipse; Operating system; Metadata; World Wide Web; Web service; Web development","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":[0.0009315653,0.0002150135,0.0003704216,0.0002509798,0.0003388733,0.00006697197,0.001733723,0.00005685246,0.000008783786],"category_scores_gemma":[0.0007525367,0.000136659,0.00007305353,0.002068708,0.0002775803,0.0003112659,0.0006571532,0.0003398723,0.00001284343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112186,"about_ca_system_score_gemma":0.0002905451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001390125,"about_ca_topic_score_gemma":0.001053838,"domain_scores_codex":[0.9973944,0.0005063057,0.0003333672,0.0005648628,0.0006276019,0.0005734544],"domain_scores_gemma":[0.9951808,0.001522334,0.0001638796,0.0008254616,0.002228319,0.00007918244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001335602,0.0007578626,0.001138498,0.0002791354,0.0002399555,0.00001476579,0.1432056,0.0006918721,0.004711301,0.7716964,0.00124444,0.07468455],"study_design_scores_gemma":[0.006909955,0.005683316,0.006481492,0.002782565,0.00001969642,0.000001132914,0.06241779,0.002844793,0.7435102,0.1466267,0.02185114,0.0008712203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8878875,0.002294509,0.006818359,0.02576018,0.002994554,0.00993742,0.0003378189,0.0002179205,0.06375176],"genre_scores_gemma":[0.996466,0.0002189585,0.002338708,0.0002140092,0.00003111854,0.0001927133,0.000001896217,0.00001164441,0.0005249473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7387989,"threshold_uncertainty_score":0.5572791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2040029899863851,"score_gpt":0.3958902882767361,"score_spread":0.191887298290351,"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."}}