{"id":"W157756981","doi":"","title":"Beyond Technology: Enabling Communities Through Social Interoperability","year":2011,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Interoperability; Computer science; Data science; Knowledge management; World Wide Web","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"],"consensus_categories":[],"category_scores_codex":[0.001319491,0.0004057322,0.0004895942,0.0003102952,0.002614798,0.0004786867,0.003364035,0.0004189294,0.0004077097],"category_scores_gemma":[0.00009613558,0.0003147126,0.0000881702,0.00291812,0.001825664,0.001018376,0.004738335,0.0006993579,0.00018768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009692931,"about_ca_system_score_gemma":0.00005227445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020016,"about_ca_topic_score_gemma":0.0003498316,"domain_scores_codex":[0.9980066,0.000081061,0.0005602454,0.0004322269,0.0002981592,0.0006217177],"domain_scores_gemma":[0.9980878,0.0000570396,0.0004306293,0.0008037348,0.0006128503,0.00000796046],"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":[0.0006028765,0.001046592,0.06823703,0.0003821687,0.000508315,0.00003069123,0.05029179,0.00002376771,0.0001917359,0.7427774,0.01817389,0.1177337],"study_design_scores_gemma":[0.0007935178,0.00001205089,0.01709209,0.00007231242,0.00007331619,0.0000103669,0.06830427,0.000109218,0.0001704639,0.08107042,0.8315952,0.000696788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.564181,0.00015327,0.008872736,0.005683214,0.0003990256,0.001213235,0.00000406506,0.001033444,0.41846],"genre_scores_gemma":[0.990579,0.000005006105,0.0008619811,0.006041253,0.0004961972,0.0002180657,0.00004052301,0.00008004751,0.001677905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8134213,"threshold_uncertainty_score":0.9999305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06585783212210078,"score_gpt":0.2575380854658359,"score_spread":0.1916802533437351,"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."}}