{"id":"W4236115107","doi":"10.1007/s11845-012-0856-z","title":"ITS ASM 2012","year":2012,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer 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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02394135,0.0001772511,0.0003537255,0.0004416534,0.0002663892,0.0001298827,0.002491356,0.0001722248,0.005603272],"category_scores_gemma":[0.00926639,0.0001225607,0.0001534423,0.001736462,0.001485227,0.004076232,0.0002950134,0.001015578,0.005137856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854999,"about_ca_system_score_gemma":0.001300086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009174519,"about_ca_topic_score_gemma":0.000002321398,"domain_scores_codex":[0.9884667,0.0001801629,0.0007716251,0.0002006022,0.009114476,0.001266406],"domain_scores_gemma":[0.9947703,0.0002303581,0.0006137629,0.0002512365,0.0006496484,0.003484632],"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":[0.00006668389,0.000884906,0.0165912,0.0000168588,0.00003938011,0.0002829971,0.001124888,0.000009901219,0.03390351,0.001423132,0.9053738,0.04028281],"study_design_scores_gemma":[0.002829531,0.0003731696,0.1428349,0.0005794222,0.0001091776,0.008101446,0.000761313,0.0006475729,0.01857429,0.0003376631,0.8241976,0.0006539181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594233,0.005790086,0.0009545473,0.009955793,0.005057275,0.0001198996,0.000007277429,0.00005405343,0.01863775],"genre_scores_gemma":[0.9955013,0.0001377021,0.001028837,0.0006419086,0.002410497,0.000001070717,2.44249e-7,0.00002551451,0.0002528586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1262437,"threshold_uncertainty_score":0.999079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243109087827568,"score_gpt":0.4151740598454022,"score_spread":0.2908631510626454,"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."}}