{"id":"W4241637160","doi":"10.29173/bluejay5556","title":"Nature library","year":2002,"lang":"en","type":"article","venue":"Blue Jay","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003138071,0.00007722079,0.00006989919,0.00005416783,0.00003450101,0.00003554634,0.0001625832,0.0001333995,0.00672072],"category_scores_gemma":[0.00003048532,0.00006788231,0.0000409157,0.0002403607,0.00002293219,0.0002879908,0.00004642543,0.0002713094,0.05888802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009865942,"about_ca_system_score_gemma":0.000005225953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.698341e-7,"about_ca_topic_score_gemma":7.546944e-7,"domain_scores_codex":[0.9994555,0.00003176317,0.00006885671,0.0001418267,0.0001304189,0.000171611],"domain_scores_gemma":[0.9996155,0.00002497154,0.0000256768,0.0002612877,0.000006961249,0.00006564173],"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":[0.000004873548,0.0000538107,0.002287214,0.000004472813,0.000009189753,0.00003645823,0.0002281289,0.000004283782,0.0023741,0.001617886,0.9923845,0.0009950986],"study_design_scores_gemma":[0.000215532,0.00001183906,0.008892281,0.00001034234,0.000005492192,0.00001312517,0.00001707027,0.000354181,0.007888955,0.0002196349,0.9822568,0.0001147717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6551186,0.003006996,0.000001811239,0.001899309,0.0002942291,0.0001147676,0.00006658494,0.000801881,0.3386958],"genre_scores_gemma":[0.9577169,0.00001323236,0.0006765024,0.001189197,0.0003303972,0.000005344431,0.00001263371,0.00008204482,0.03997373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025983,"threshold_uncertainty_score":0.9941873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009881501858874271,"score_gpt":0.2087059218833444,"score_spread":0.1988244200244701,"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."}}