{"id":"W4402260137","doi":"10.62973/14-044","title":"OGC Testbed 10 Summary Engineering Report","year":2015,"lang":"en","type":"report","venue":"","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Testbed; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009069522,0.0002622541,0.0003067451,0.0001622562,0.000053796,0.0001039809,0.0009384605,0.0001898526,0.00003515183],"category_scores_gemma":[0.0004400506,0.0002487642,0.0001145533,0.0004223415,0.00001614151,0.0002338183,0.0004933078,0.0002775021,0.00007843633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004404814,"about_ca_system_score_gemma":0.001709187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005615827,"about_ca_topic_score_gemma":0.000002840334,"domain_scores_codex":[0.997337,0.00001037821,0.0005092306,0.0006355872,0.001262417,0.0002454102],"domain_scores_gemma":[0.9966416,0.0001150234,0.0002889947,0.001101013,0.00169682,0.0001565487],"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":[4.725042e-7,0.00004218784,0.000005225328,0.00003427554,0.00002836603,0.0002794048,0.000008152338,0.001586766,0.00003487034,0.03169857,0.9313231,0.03495865],"study_design_scores_gemma":[0.00003278069,0.00001748416,0.00001992547,0.00004891665,0.000006817778,0.0008110616,5.686738e-7,0.02212594,0.0001352509,0.01336295,0.9631244,0.0003139088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[6.609436e-7,0.0002266982,0.729909,0.0003986741,0.0002379575,0.0001915868,0.0000057926,0.001080134,0.2679495],"genre_scores_gemma":[0.0006298207,0.0001499656,0.8879139,0.00009472619,0.000593866,0.0002502357,0.0001731275,0.0000523394,0.110142],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1580049,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05488673372317392,"score_gpt":0.3376153253895459,"score_spread":0.282728591666372,"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."}}