{"id":"W2061236021","doi":"10.1145/1923947.1924023","title":"Hands-on","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Computer science; XML; World Wide Web; Database; De facto; Data exchange; Efficient XML Interchange; XML database; XML Schema Editor; Political science","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":[0.00005165922,0.00003598484,0.00003622598,0.00001823446,0.00004370083,0.00001940809,0.000150149,0.00001379792,0.00005328968],"category_scores_gemma":[0.00001502518,0.00002481683,0.00001218882,0.00005786594,0.00001214935,0.0002435126,0.00005993592,0.00006240582,0.0002716438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001330974,"about_ca_system_score_gemma":0.000008164026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001075826,"about_ca_topic_score_gemma":0.00003528588,"domain_scores_codex":[0.9996859,0.000003615458,0.00004686041,0.0001166488,0.00006823105,0.00007873426],"domain_scores_gemma":[0.9995505,0.00001903521,0.00001174695,0.0003707036,0.0000135423,0.00003449811],"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":[3.766899e-7,0.000004994348,0.00005121459,6.73443e-7,4.879257e-7,0.000002023608,0.00001957814,0.000001002884,0.002435544,0.9794927,0.002326571,0.01566488],"study_design_scores_gemma":[0.0001950014,0.0000848604,0.0007116928,0.00000399187,2.752081e-7,0.00001582656,0.000007074641,0.002298943,0.03233143,0.002699818,0.9615329,0.0001181867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01662715,0.000001950747,0.9141455,0.0003649301,0.0004962212,0.00003054921,8.136329e-7,0.000147795,0.06818504],"genre_scores_gemma":[0.7169545,0.000001099801,0.2765049,0.0007095644,0.0001300914,0.000006879443,0.000001275129,0.000003480844,0.005688287],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9767928,"threshold_uncertainty_score":0.3491522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006334748170838882,"score_gpt":0.2310551673113941,"score_spread":0.2247204191405552,"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."}}