{"id":"W4403798660","doi":"10.15353/joci.v20i2.5938","title":"Community Informatics & I","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Computer science; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002700972,0.0004095671,0.000296336,0.001485009,0.008085079,0.01566814,0.001138616,0.002502932,0.05740165],"category_scores_gemma":[0.01082129,0.0002341954,0.0003240816,0.002401614,0.005413831,0.009088644,0.008942779,0.003964919,0.02490711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00473545,"about_ca_system_score_gemma":0.007849666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004559467,"about_ca_topic_score_gemma":0.00536438,"domain_scores_codex":[0.9963081,0.001438743,0.0001474181,0.0005343362,0.001138391,0.0004330289],"domain_scores_gemma":[0.9943073,0.001020174,0.000410904,0.000713575,0.00165098,0.001896966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002309345,0.00006190127,0.0009607763,0.0002179717,0.000005922694,0.0001812265,0.009031625,0.00007859502,0.0002702464,0.3928193,0.4532022,0.1431471],"study_design_scores_gemma":[0.000002223034,0.000008027724,0.0002894245,0.0001270092,0.000001313966,0.0001199959,0.00331594,0.00008120761,0.00009055449,0.01565409,0.9803042,0.000005979334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004456519,0.004950386,0.007455048,0.07283854,0.007921959,0.0001390093,0.0001903858,0.0003775457,0.9016705],"genre_scores_gemma":[0.1611294,0.007444443,0.01022826,0.02414201,0.005361335,0.0004414358,0.0004502127,0.0004773395,0.7903256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05740165,"threshold_uncertainty_score":0.1920277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941634351354832,"score_gpt":0.2801610526567298,"score_spread":0.2507447091431815,"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."}}