{"id":"W7100000238","doi":"","title":"Kanata: Adaptation and Evolution in Data Sharing Systems","year":2004,"lang":"en","type":"article","venue":"","topic":"Phytochemical Studies and Bioactivities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Focus (optics); Data sharing; Adaptation (eye); Data integration; Data exchange; Data access; Information sharing","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":[],"consensus_categories":[],"category_scores_codex":[0.00006904526,0.00004774781,0.00005128993,0.00001106687,0.00002650899,0.00001503763,0.00009674545,0.00004081945,5.4535e-7],"category_scores_gemma":[0.00002228366,0.00004053287,0.000006170674,0.00003228802,0.00002441626,0.000005867372,0.000244391,0.00002587302,7.042422e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001825602,"about_ca_system_score_gemma":0.0000109419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007770151,"about_ca_topic_score_gemma":0.0007151106,"domain_scores_codex":[0.9995775,0.000003936145,0.00007088737,0.0002214546,0.00003941225,0.00008676135],"domain_scores_gemma":[0.9997768,0.000002191794,0.00001606283,0.0001770128,0.00001039142,0.00001752309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001106025,0.0001346902,0.02507426,0.0001028348,0.00008353576,0.000004617742,0.0001319297,0.001541569,0.9609984,0.008922119,0.0007563024,0.002139131],"study_design_scores_gemma":[0.01504379,0.00142589,0.3956016,0.0006962168,0.0001552401,0.0001926768,0.0266376,0.04491934,0.4518254,0.01518334,0.04471548,0.003603392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893659,0.002627717,0.006535762,0.0001483827,0.00005312161,0.00009011201,0.00001467522,0.000006839328,0.001157496],"genre_scores_gemma":[0.9993111,0.0001910914,0.0002369989,0.00002511885,0.00007247332,0.000005608455,0.00008382974,0.000003084811,0.00007064834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.509173,"threshold_uncertainty_score":0.1652882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298517920332005,"score_gpt":0.2629120429385432,"score_spread":0.2199268637352231,"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."}}