{"id":"W1498528979","doi":"","title":"Tech tips with Gnull and Voyd","year":2007,"lang":"en","type":"article","venue":"Linux journal","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001513276,0.002219051,0.001153196,0.002572578,0.001588493,0.006343146,0.003099295,0.002367632,0.7092072],"category_scores_gemma":[0.01179578,0.001505896,0.001129178,0.001989849,0.0008765553,0.007650507,0.007353111,0.004550641,0.7920725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009981437,"about_ca_system_score_gemma":0.002034511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002766359,"about_ca_topic_score_gemma":0.005101602,"domain_scores_codex":[0.9982386,0.0001507544,0.0001183815,0.0003141212,0.0009628067,0.0002153731],"domain_scores_gemma":[0.9958065,0.0007509819,0.0001816639,0.001203164,0.00113615,0.0009215901],"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":[0.00003043648,0.00003391206,0.00009346352,0.00008221708,0.000002824535,0.00005287094,0.00007536192,0.00003279646,0.0003345535,0.00158646,0.9401422,0.05753285],"study_design_scores_gemma":[0.0000115566,0.00001030381,0.0001629636,0.00007561277,0.000001980351,0.0001059129,0.00006634687,0.0000887291,0.0002580284,0.001634805,0.9975702,0.00001351332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007087014,0.002488338,0.03803597,0.006045639,0.002603276,0.0004908444,0.008851991,0.2689449,0.6718304],"genre_scores_gemma":[0.004057162,0.002204129,0.02280795,0.006895433,0.0006446762,0.0004478413,0.01127795,0.06650247,0.8851624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7092072,"threshold_uncertainty_score":0.4147806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002603330163170335,"score_gpt":0.1915652296384565,"score_spread":0.1889618994752862,"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."}}