{"id":"W2410093590","doi":"10.1002/pmic.200990080","title":"HUPO Highlights","year":2009,"lang":"en","type":"article","venue":"PROTEOMICS","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Cancer Institute","keywords":"Library science; Citation; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001103771,0.0000461259,0.00005077311,0.00001190456,0.00007283164,0.00001359031,0.0001547282,0.00003567391,0.001752727],"category_scores_gemma":[0.00002893596,0.00003887012,0.00001911163,0.00006640754,0.00004522118,0.00009226061,0.00005339798,0.00007708547,0.00348493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006993608,"about_ca_system_score_gemma":0.000005412203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004274272,"about_ca_topic_score_gemma":0.00004019549,"domain_scores_codex":[0.9994467,0.00001690137,0.00006012339,0.0001225121,0.00009940509,0.0002543055],"domain_scores_gemma":[0.9997622,0.000006164951,0.00001457812,0.0001226905,0.000001575702,0.00009278464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001848736,0.0005804583,0.06197037,0.000007928397,0.00001737282,0.0001124923,0.0005606941,0.0002923194,0.7422584,0.01403878,0.06989466,0.1100817],"study_design_scores_gemma":[0.0007801931,0.0006921604,0.4814237,0.000004598791,0.000004255767,0.00003452378,0.00001150955,0.001665833,0.1595256,0.06025857,0.2952096,0.0003894584],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259795,0.00001342296,0.0007264125,0.003455141,0.00004263753,0.0002616697,0.00000132667,0.00004335685,0.06947655],"genre_scores_gemma":[0.9909708,0.00001978341,0.006588409,0.0006201436,0.00003945016,0.000009999002,0.000001704846,0.000003534273,0.00174611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5827327,"threshold_uncertainty_score":0.9991598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007910317166114908,"score_gpt":0.2337673878100116,"score_spread":0.2258570706438967,"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."}}